{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "084184f3-345d-49ac-86bf-378cbc771d97",
   "metadata": {},
   "source": [
    "## 1. 梯度下降过程\n",
    "### 1.1 二维平面内的梯度下降"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d4c6b85d-0c71-46d4-babf-b48711af0f0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fae503a4-95d7-473f-b602-ed55958ebeb9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义函数\n",
    "def f(x):\n",
    "    return x ** 2 + 4 * x + 1\n",
    "\n",
    "# 定义初始值\n",
    "x = torch.tensor(-10., requires_grad=True)\n",
    "\n",
    "# 迭代更新参数\n",
    "learning_rate = 0.7\n",
    "\n",
    "# 记录每一步梯度下降的值\n",
    "xs = []\n",
    "ys = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "44e8946d-8d1f-4af5-8bfa-37dc9435174c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最终参数值：-2.0\n"
     ]
    }
   ],
   "source": [
    "# 开始迭代\n",
    "for i in range(100):\n",
    "    # 计算预测值和损失\n",
    "    y = f(x)\n",
    "\n",
    "    # 记录参数和损失\n",
    "    xs.append(x.item())\n",
    "    ys.append(y.item())\n",
    "\n",
    "    # 反向传播求梯度\n",
    "    y.backward()\n",
    "    \n",
    "    with torch.no_grad(): # 下面的计算不需要自动计算梯度\n",
    "        x -= learning_rate * x.grad\n",
    "\n",
    "        # 梯度清零\n",
    "        x.grad.zero_()\n",
    "\n",
    "# 打印结果\n",
    "print(f'最终参数值：{x.item()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "286519a2-50c9-4e02-ac4b-be45d11dc926",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示真实的函数曲线\n",
    "x_origin = torch.arange(-10, 10, 0.1)\n",
    "y_origin = f(x_origin)\n",
    "plt.plot(x_origin, y_origin, 'b-')\n",
    "\n",
    "# 回执搜索过程\n",
    "plt.plot(xs, ys, 'r--')\n",
    "plt.scatter(xs, ys, s=50, c='r') # 圆点的大小为50，颜色为红色\n",
    "plt.xlabel('x') # x的初始值为-10\n",
    "plt.ylabel('y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cd279de-de4d-4b2b-981f-e3d090bfc72e",
   "metadata": {},
   "source": [
    "### 1.2 三位平面内的梯度下降"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bb44d0e0-0156-489e-a749-ecb6ac741605",
   "metadata": {},
   "outputs": [],
   "source": [
    "def f(x, y):\n",
    "    return x ** 2 + 2 * y ** 2\n",
    "\n",
    "# 定义初始值\n",
    "x = torch.tensor(-10., requires_grad=True)\n",
    "y = torch.tensor(-10., requires_grad=True)\n",
    "\n",
    "# 记录每一步的值\n",
    "xs = []\n",
    "ys = []\n",
    "zs = []\n",
    "\n",
    "# 迭代更新参数\n",
    "learning_rate = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b5313456-22dd-471f-a821-d23e14a122de",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最终参数值：x = -2.0370367614930274e-09, y = -6.533180924230175e-22\n"
     ]
    }
   ],
   "source": [
    "# 开始迭代\n",
    "for i in range(100):\n",
    "    z = f(x, y)\n",
    "    xs.append(x.item())\n",
    "    ys.append(y.item())\n",
    "    zs.append(z.item())\n",
    "\n",
    "    z.backward()\n",
    "\n",
    "    x.data -= learning_rate * x.grad\n",
    "    y.data -= learning_rate * y.grad\n",
    "\n",
    "    x.grad.zero_()\n",
    "    y.grad.zero_()\n",
    "\n",
    "print(f'最终参数值：x = {x.item()}, y = {y.item()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2f64b9c1-1454-4ecd-a571-75ee7b72c622",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制图像\n",
    "ax = plt.figure().add_subplot(projection='3d')\n",
    "ax.plot(xs, ys, zs, 'r-')\n",
    "ax.scatter(xs, ys, zs, s=50, c='r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6ff8f7a2-63ab-426c-9152-8a37971c0584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制原始的二维函数图像\n",
    "# 等高线表示z值\n",
    "X, Y = torch.meshgrid(torch.arange(-10, 10, 0.1), torch.arange(-10, 10, 0.1), indexing='ij')\n",
    "Z = f(X, Y)\n",
    "plt.contour(X, Y, Z, levels=30)\n",
    "\n",
    "# 绘制搜索过程曲线\n",
    "plt.plot(xs, ys, 'r-')\n",
    "plt.scatter(xs, ys, s=50, c='r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e92ba4a8-53fb-4484-9e1e-b03cb59a7f9b",
   "metadata": {},
   "source": [
    "## 2. 不同优化器效果对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "48cdb7e0-4fab-4ad9-9d15-7eebfe57f417",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "from torch.utils.data import DataLoader, TensorDataset\n",
    "from torch.utils.data import random_split\n",
    "import torch.optim as optim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f39c4981-14d5-4585-a90e-feb06363cf2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.5182, 0.1081, 0.5140])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def f(x, y):\n",
    "    return x ** 2 + 2 * y ** 2\n",
    "\n",
    "# 定义初始值\n",
    "num_samples = 1000\n",
    "X = torch.rand(num_samples) # 均匀分布\n",
    "Y = torch.rand(num_samples) # 均匀分布\n",
    "Z = f(X, Y) + torch.randn(num_samples) # 高斯分布（均值为0，标准差为1）扰动项\n",
    "\n",
    "dataset = torch.stack([X, Y, Z], dim=1) # torch.stack是整合张量的函数，dim是整合的维度（在列方向上整合x y z）\n",
    "dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "21cefd71-a955-4acb-afd7-35786eebdee4",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_size = int(0.8 * len(dataset))\n",
    "test_size = len(dataset) - train_size\n",
    "\n",
    "train_dataset, test_dataset = random_split(dataset=dataset, lengths=[train_size, test_size])\n",
    "\n",
    "# 讲数据封装为数据加载器\n",
    "# narrow函数：对数据进行切片操作\n",
    "# 1 0 2 1表示列，从第0列开始，切两列\n",
    "train_dataloader = DataLoader(TensorDataset(train_dataset.dataset.narrow(1, 0, 2), train_dataset.dataset.narrow(1, 2, 1)), batch_size=32, shuffle=False)\n",
    "test_dataloader = DataLoader(TensorDataset(test_dataset.dataset.narrow(1, 0, 2), test_dataset.dataset.narrow(1, 2, 1)), batch_size=32, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "cc333daf-5053-42c7-9bf1-189649aa5a8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义一个简单模型\n",
    "class Model(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.hidden = nn.Linear(2, 8)\n",
    "        self.relu = nn.ReLU()\n",
    "        self.output = nn.Linear(8, 1)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.hidden(x)\n",
    "        x = self.relu(x)\n",
    "        x = self.output(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5c45d6b0-c996-41cd-af5d-d52fbc5f0d41",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义损失函数\n",
    "loss_fn = nn.MSELoss()\n",
    "\n",
    "# 初始化模型序列\n",
    "opt_labels = ['SGD', 'Momentum', 'Adagrad', 'RMSProp', 'AdaDelta', 'Adam']\n",
    "models = [Model(), Model(), Model(), Model(), Model(), Model()]\n",
    "\n",
    "# 超参数\n",
    "num_epochs = 50\n",
    "learning_rate = 0.01\n",
    "\n",
    "# 优化器列表\n",
    "SGD = optim.SGD(models[0].parameters(), lr=learning_rate)\n",
    "Momentum = optim.SGD(models[1].parameters(), lr=learning_rate, momentum=0.8, nesterov=True)\n",
    "AdaGrad = optim.Adagrad(models[2].parameters(), lr=learning_rate)\n",
    "RMSProp = optim.RMSprop(models[3].parameters(), lr=learning_rate)\n",
    "AdaDelta = optim.Adadelta(models[4].parameters(), lr=learning_rate)\n",
    "Adam = optim.Adam(models[5].parameters(), lr=learning_rate)\n",
    "opts = [SGD, Momentum, AdaGrad, RMSProp, AdaDelta, Adam]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4c915f89-a31c-44a2-91f6-557dc7958746",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义训练和测试误差历史记录数组\n",
    "train_losses_his = [[], [], [], [], [], []]\n",
    "test_losses_his = [[], [], [], [], [], []]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6a07ac1f-d74b-471d-9d37-1d32b1f8a613",
   "metadata": {},
   "outputs": [],
   "source": [
    "for epoch in range(num_epochs):\n",
    "    # 当前epoch每个模型在训练集上的总损失列表\n",
    "    train_losses = [0, 0, 0, 0, 0, 0]\n",
    "    # 遍历训练集\n",
    "    for inputs, targets in train_dataloader:\n",
    "        # 迭代不同的模型：\n",
    "        for index, model, optimizer, loss_history in zip(range(6), models, opts, train_losses_his):\n",
    "            model.train()\n",
    "            outputs = model(inputs)\n",
    "            loss = loss_fn(outputs, targets)\n",
    "            optimizer.zero_grad()\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            # 记录loss\n",
    "            train_losses[index] += loss.item()\n",
    "\n",
    "    # 当前epoch每个模型在测试集上的总损失列表\n",
    "    test_losses = [0, 0, 0, 0, 0, 0]\n",
    "    with torch.no_grad():\n",
    "        for inputs, targets in test_dataloader:\n",
    "            for index, model, optimizer, loss_history in zip(range(6), models, opts, train_losses_his):\n",
    "                model.eval()\n",
    "                outputs = model(inputs)\n",
    "                loss = loss_fn(outputs, targets)\n",
    "                test_losses[index] += loss.item()\n",
    "\n",
    "    for i in range(6):\n",
    "        train_losses[i] /= len(train_dataloader)\n",
    "        train_losses_his[i].append(train_losses[i])\n",
    "        test_losses[i] /= len(test_dataloader)\n",
    "        test_losses_his[i].append(test_losses[i])\n",
    "                 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d443d1e1-7238-432b-ab27-3a178d60e4f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MNCiEED4k4aaNhQWEYau1UVJdQk9LT18XR7RQoNn/pLU7eenl5KWVk5uu9t0pyq6gKLuCPauPqcdZ/InpaSG6l3qLiA+SeXeEEKKdSLhpY6EBoWRYM2TEVBfRuHZnyJR4ACpKazzNWLlp5RRl26gqryVtRyFpOwrV4/w0RCYGEdMrmOheFmJ6WggwyazKQgjRFiTctDEZDt71mUL09B4Z6ZlZ2VHrpCDTRm5aGXnpVvLSyrFX1pGbWk5uarnnuJDoQGJ6WYjuFUxMLwuWSIM0ZQkhhBdIuGljMktx96Pz1xKbEkxsSjCgzrtTll9Fblp9U1ZaOWX5VZTmqbeGjsqGIL/jNTu9pSlLCCFaS8JNG/OsDC5z3XRbiqIQEm0kJNrIgPGxAFRX1HqCTm5qOQVZVqptdaTvLCR95/GmrKgkMzG9LcT2Dia6pwV/mXNHCCHOSD4p25isDC5OxmDyJ3loBMlD1Y7KjjonhZk2NeyklZObVkZNpcOzIvo2Mj2jsmJ6BRPT20JMr2BMIXofvxIhhOh4JNy0MelzI5pD56clpncwMb2DgeMrouemltXX7pRhLbJ7RmXtXnUUgKCwAE/NTkyvYEJiAqXfjhCi25Nw08Yk3IjWaLwi+sAJcQBUltV4gk7DqCxbsR1bsd2zGnqA0Y/oXvVhp7eFiATptyOE6H4k3LSxhj43xdXSoVicHWNw01FZtXaHOvw8VW3Gyk+3Yq9sujiozk9DVLKZmN7BxPYOJqqnzKYshOj65FOujTX0ubHV2ah11uKv9fdxiURX4R+gI2FAGAkD1N8xp8NFYbaN3MPl5KSWefrtHDtUxrFDZYBaIxQRX99vJ0XttxNolt9JIUTXIuGmjZn9zegUHQ63gxJ7CdHGaF8XSXRRWp2G6GQL0ckWhl+Y0KTfTk5qGbmHy7GV2CnItFGQaWPXj9kABEcFEtvbQkyKWrsjS0cIITo7CTdtTFEUQgNCKagukHAj2tXJ+u3YSuz1YUftu1OSU0lZfhVl+cfn2zGF6OubsSzE9A4mNMYoq6ALIToVCTftINRwPNwI4UtBoQEEjYmmzxg1ZNsr69ROyofV2p3CTBsVpTUc3pLP4S1qJ2W9UUdML7VWJzYlmPAEE1qtdFIWQnRcEm7agYyYEh1VgNGP5CHhJA8JB6Cuxkn+kXJyUsvJOVxG/pFyaiodTTsp67XE9DR7ZmGOTDKj89P68mUIIUQTEm7agWcJBhkxJTo4P72WHv1C6dFP/Z11Ol0UZjXqpJxaRk2Vg+z9pWTvLwVAo1OISjoedqJ7WmRElhDCp+QTqB3ILMWis9JqT+ykXJJb6Zk5OedwGVXWWs+ioNu+yfSMyIrtE0JsirooaIBRVkAXQrQfCTftwLO+lIQb0ckpGoWwOBNhcSYGT+6B2+2mvKCanNT6sHOorMmIrJ0rs0CBsDgTsSnBxKWoszDL8HMhRFuScNMOZGVw0VUpikJwVCDBUYGeRUFtJfYmNTtl+VUUH62g+GgFu39Sl40IiQ5Um7H6BBOXEoIxWNbIEkJ4j4SbduDpUCwrg4tuICg0gL7nRNP3HHVEVmV5Dbmp5eQcKiUntYziY5WU5lVRmlfF3rU5AJgjDMTVh53YlGDMYQZfvgQhRCcn4aYdNPS5kZob0R0ZLU2XjbBX1jWp2SnKtmEtrMZaWM3+DfVz7YTqiUsJ8YQdS4RBJhYUQjSbhJt20HgouNvtlg9p0a0FGP3oOSyCnsMiAKipdqgTC9aHnYJMGxUlNRzclMfBTXmAuq5Ww2isuD7BBEfJ6udCiFOTcNMOGjoUO1wObHU2zP5mH5dIiI5Db9CRNDicpMHqXDu1dgf56VaOHS6tn2vHSmVZ04kFDWZ/YnurQSe2T/0syhJ2hBD1fBpuFi9ezOeff86BAwcwGAyce+65PP300/Tt2/e0x33yySc8+OCDZGRkkJKSwtNPP80ll1zSTqVuOb1Wj8nPREVdBSXVJRJuhDgN/wAd8QNCiR+g/lFQV+skP72cY/WjsfKPWKm21pK2vYC07QUABJj8GtXshBAWK0tGCNGd+TTcrF69mttuu43Ro0fjcDi47777uPDCC9m3bx9Go/Gkx2zYsIGrr76axYsXc+mll/L+++8za9Ystm/fzqBBg9r5FTRfaECoGm7sJSRZknxdHCE6DT//phMLOuqcFGRYOXZIbcbKSyvHXlFH+o5C0ncUAuqSEQ3LRcT1CSGshwmNhB0hug3F7Xa7fV2IBoWFhURGRrJ69WomTpx40n2uuuoqKisrWb58uWfb2LFjGTZsGK+//voZr2G1WrFYLJSXl2M2t18Nypz/zWFn4U7+NvlvTEuc1m7XFaKrczpcFGTayDlcyrFDZeSmleOocTbZx9+gI7a3hdg+IcT1CSY8PkjCjhCdTEu+vztUn5vy8nIAQkNDT7nPxo0b+eMf/9hk20UXXcSXX37ZlkU7azIcXIi2odVpiOllIaaXhZEXH18yIudQWX3YKaO22kHG7mIydqsjFv0DtMQ0asaKiDehkcVAhegyOky4cblc3HXXXYwfP/60zUt5eXlERUU12RYVFUVeXt5J96+pqaGmpsbz2Gq1eqfALRRmkCUYhGgPjZeMGHFRIi6ni6KjFRw7WEZOfSflWruTzN3FZNaHHb8ALTG9jndQjkgIkpXPhejEOky4ue2229izZw/r1q3z6nkXL17Mo48+6tVztobMUiyEb2i0GiITzUQmmhl+YQIul5uibBs5h+trduoXA83aW0zW3vqwo9cS08uizqDcJ4SIRAk7QnQmHSLc3H777Sxfvpw1a9bQo0eP0+4bHR1Nfn5+k235+flER0efdP977723STOW1WolPj7+7AvdQo3nuhFC+I5Go3jCzrAL1LBTfLSiPuyoNTs1VQ6y9pWQtU/9/1XXEHbqm7EiE4PQ6iTsCNFR+TTcuN1uFi1axBdffMGqVatITk4+4zHjxo3jhx9+4K677vJsW7lyJePGjTvp/nq9Hr3e9+vWNMx1U1wtNTdCdCQajUJEQhARCUEMnRqP2+WmOKehGauMY4dLqal0kL2vhOyGsOOvIbqnhbj6DsqRSWYJO0J0ID4NN7fddhvvv/8+X331FUFBQZ5+MxaLBYNBXVtm7ty5xMXFsXjxYgDuvPNOJk2axPPPP8+MGTP48MMP2bp1K2+++abPXkdzNCzBIDU3QnRsikYhvEcQ4T2Oh52S3EqOHVJHY+UcKsNeWcfRA6UcPVAKgM5PQ3Qvi9pnJyWEqCQzWj8JO0L4ik/DzWuvvQbA5MmTm2x/++23mT9/PgBZWVloNMc/JM4991zef/99HnjgAe677z5SUlL48ssvO/QcNyDhRojOStEohMWZCIszMWRK47BT5hl+bq9oHHaOoPVrqNlRm7Ek7AjRvjrUPDftwVfz3JTZy5jw0QQAtl+3HT+tX7tdWwjRdtxuNew0DD3POVxKta2uyT5q2DE3acbS+Wl9VGIhOqdOO89NV2bWm9EqWpxuJ6U1pUQGRvq6SEIIL1AUhbBYE2GxJgZP7oHb7aY0r4qc+masY4fUsHPsYBnHDpYB6tw80T3N6qSCKcFE9ZSwI4Q3SbhpJxpFQ0hACEXVRRRXF0u4EaKLUhSF0BgjoTFGBk1Sw05ZflV9fx018FRZa+uDTxlbUMNOVLK5fp6dEKKTzej8JewI0VoSbtpRaEAoRdVF0u9GiG5EURRCoo2ERBsZNDHOE3Ya5tk5dqiUqvJacg6ro7P4OgONTiE6uWHoeTDRPS0SdoRoAQk37Ug6FQshGoedgRPUsFNeUO0ZjfXrsLP1f6DRKUQlqX12YuvDjp+EHSFOScJNO2qY60bCjRCigaIoBEcFEhwVeNKwk3OolMryWnJTy8lNLYf/gUarhp3YPsHEpYQQ3cuCn17CjhANJNy0I1mCQQhxJicNO4XV6misw6XkHCqjorSG3LRyctPK2fZNpjrrclIQsSlqzU5MLwv+AfLxLrov+e1vR7IyuBCipRRFITgykODIQAacF4vb7cZaZFeXiqgPPBUlNeSlW8lLt7J9RSZK/azLcSnqQqAxvYPRG+TjXnQf8tvejhr63EjNjRCitRRFwRJhwBJhYMD4WACsRdWeOXZyDpdhLbJTkGGlIMPKjpVZKAqExwfVN2OpYSfAKHNtia5Lwk07ksUzhRBtwRxuwBxuoP+5MQDYSuzqsPP6EVnWwmoKs2wUZtnY9X02KBDew6SOxkoJITYlmACThB3RdUi4aUdhBhktJdqP0+mkrq7uzDuKLsPPzw+tVktQaAB9x8bQd6wadipKa9SlIg6ra2OV5VdRlF1BUXYFv/x4FICwOKPaZyclmNiUYALN/r58KUKcFQk37ahxnxu3242iKD4ukeiK3G43eXl5lJWV+boowgeCg4OJjo5u8vliCtHTZ0w0fcZEA1BZXqMONa8fel6aV0XxsUqKj1Wye5UadkKiA4ntE0JsioW4lBCMwXqfvB4hWkPCTTsKCQgBoNZVS2VdJSZ/k49LJLqihmATGRlJYGCghOhuwu12U1VVRUFBAQAxMTGn3Ndo0ZMyKoqUUVEAVFmPz6uTc7iU4mOVlOZVUZpXxd41xwCwRBg8fXZi+4QQFBrQ9i9KiFaScNOODDoDgbpAqhxVFNuLJdwIr3M6nZ5gExYW5uviiHZmMBgAKCgoIDIyEq22eXPfBJr96T0ykt4j1WVh7BV15KSWeUZjFR2toLywmvLCavavzwUgKDSA2D7BnmYsS4RBgrToMCTctLMYYwxp5WlkWjNJNCf6ujiii2noYxMYGOjjkghfafi3r6ura3a4+bUAkx89h0XQc1gEADVVdeSmldeHnTIKs2zYSuwc/DmPgz/nAWC0+KtBp08Isb2DCYmRWkPhOxJu2lnf0L6kladxoOQAE3tM9HVxRBclXyrdV1v82+sD/UgaHE7S4HAAau0O8tLVsJOTWkZ+hpXK8loOby3g8Fa1WSzA5KeGnd5qzU5YDxMajfxeivYh4aad9Q/tz/+O/I8DJQd8XRQhhGgV/wAdCQPCSBigNn06ap3kH7Gqo7EOl5KfbsVeUUf6jkLSdxSqxxh0xPS2eMJORGIQWq3Gly9DdGESbtpZv7B+ABJuhBBdhs5fS1zfEOL6hgDJOB0uCjJt9ZMKlpObVkZttYPM3cVk7i6uP0ZDdE915fOY3sFEJZtlMVDhNRJu2lm/EDXcZNuysdXaCPIP8nGJhOgYCgsLeeihh/j666/Jz88nJCSEoUOH8tBDDzF+/HgAduzYwVNPPcWaNWsoKSkhOjqawYMHc/PNN3PppZeiKAoZGRkkJyd7zmsymUhISGDy5MncddddpKSk+OoldhtanYaYXhZielkYeTG4XG6Kj1Y0GpFVhr2yjqMHSjl6oBRQFwONTDTXhx2LLBkhzor85rSz4IBgoo3R5FXmcbDkIKOiR/m6SEJ0CLNnz6a2tpZ33nmHnj17kp+fzw8//EBxsfqX/ldffcWVV17JBRdcwDvvvEPv3r2pqalhw4YNPPDAA0yYMIHg4GDP+b7//nsGDhxIVVUVu3fv5sUXX2To0KH897//ZerUqT56ld2Tpn6tq4iEIIZOjcftclOaV6WOyDp8fOXzvPRy8tLLYQUoCoT1MBHbW63ZkYkFRUsobrfb7etCtCer1YrFYqG8vByz2eyTMiz6cRGrslfxlzF/4dr+1/qkDKJrstvtHDlyhOTkZAICOs88JGVlZYSEhLBq1SomTZp0wvOVlZUkJiYyceJEPv/885Oeo2FizIaamx07djBs2DDP8y6Xi6lTp3LkyBHS0tJaPZKoo+uMvwMNi4HmHFY7KOceLqO8sPqE/YKjApv02wkKC5DO891IS76/pebGB/qH9mdV9ir2F+/3dVFEF+d2u6muc/rk2gY/bbO/eEwmEyaTiS+//JKxY8ei1zedDfe7776juLiYe+6555TnONO1NBoNd955J5dffjnbtm1jzJgxzSqbaHuNFwNtWB+rsqzGE3RyUssozqmkLL+Ksvwqz1w7xmA9sfVNWLEpwYTGGFFkRJZAwo1P9A3tC0inYtH2quucDHhohU+uve+xiwj0b95HjE6nY9myZdx44428/vrrjBgxgkmTJvG73/2OIUOGcOjQIQD69u3rOWbLli1MmTLF8/jDDz/k0ksvPe11+vVT+7xlZGRIuOngjMFNZ1G2V9aRl1buqd0pzLRRWVbTZPi5PlCn9vVpGJGVEIRWJyOyuiMJNz7QP7Q/AGlladQ6a/HXSjuyELNnz2bGjBmsXbuWn3/+mW+++YZnnnmGf/7znyfdf8iQIezcuROAlJQUHA7HGa/R0AovTRmdT4DRj6Qh4SQNUefaqasffp5zuIzc1DLyjlipqXKQsbuYjPoRWVo/DVFJxzspR/e04B8gX3vdgfwr+0CMMQazvxlrrZXUslQGhA3wdZFEF2Xw07LvsYt8du2WCggIYNq0aUybNo0HH3yQ3//+9zz88MP8/e9/B+DgwYOMHTsWAL1eT+/evVt0/v371abgxqOpROfk56+lR98QevRV1+xzOl0UZVeQW99JOTetXF1Gon50FqidlMPjgzy1OzG9LRgtsiBoVyThxgcURaF/aH825W3iYMlBCTeizSiK0uymoY5owIABfPnll1x44YWEhoby9NNP88UXX7TqXC6Xi5deeonk5GSGDx/u5ZIKX9Nq1VqaqCQzwy5IwO1WR2TlppaRm6rOtWMtslOYZaMwy8YvP6mrn1siDJ6h57G9g7FEyhpZXUHn/dTr5PqG9mVT3ib2l+znci73dXGE8Kni4mJ++9vfcsMNNzBkyBCCgoLYunUrzzzzDJdddhkmk4l//vOfXHXVVcyYMYM77riDlJQUKioq+PbbbwFOGP1UXFxMXl4eVVVV7NmzhxdeeIHNmzfz9ddfd9mRUuI4RVEIjTESGmNk4IQ4ACpK7eSmlaudlNPKKT52fEHQAxvVNbIMQX5E96yv2ellkX47nZSEGx/pFyozFQvRwGQycc455/D3v/+dtLQ06urqiI+P58Ybb+S+++4D4PLLL2fDhg08/fTTzJ07l5KSEiwWC6NGjTppZ+ILLrgAUBeSTExMZMqUKbz55pstbsoSXYcpJICUUQGeTso11Q7y0srVpqzUMgoybFTb6jiyq4gju4qA4/12YnpZiK6fmFAf6OfLlyGaQea58ZHU0lQu/8/lBOoC2XjNRjSK/GUgzl5nnONEeJf8DrSes85FYbaNnNSy+tBTjr2yrulOCoTGGD1BJ6aXBXO4NGW1B5nnphNIsiSh1+qpclSRbcsm0Zzo6yIJIUS3pvVT17uK7mkB1NF1ZflValNWfd+d8sJqSnIqKcmpZN/aHAAMZn9P0InuZSEiXpqyfE3CjZfYiov4/KlHcDkcXP/318+4v06jIyU4hT3Fe9hfsl/CjRBCdDCKohASbSQk2siA8bEAVFlr1VqdNHVEVmGWjWprbZMV0LV+GiITg4jpFazW8PS0EGCSpqz2JOHGS3T+/hRlZQDgdDjQ6s781vYL68ee4j0cKD7AxUkXt3EJhRBCnK1Asz89h0fQc3gEAI5aJwWZNnLTyshLt5KXpjZl5aaqzVoNgqMCPU1Z0T0thEQFymzKbUjCjZfojUbP/ZrKCgItwWc8pmEyP+lULIQQnZPOX0tsijojMjRtyspLLycvrZzSvCrP0hEHNqhLR+iNOqKTLfXNYGYik8wywaAXyTvpJRqNFr3RSE1lJdUVtmaFGxkxJYQQXcvJmrLsFXXkHSlXA09aOQUZVmoqHWTuKSZzT3H9ceoq6A19fqJ7WjCHy8KgrSXhxosMJjM1lZXYbbZm7Z8SkoJG0VBsL6awqpCIwIg2LqEQQoj2FmDyI2lwOEmD1aUjGmZTzks/XrtTUVpDUXYFRdkV7Fl9DDg+505D7U5Eohk/f5mjqTkk3HhRgMkE+WCvbF64MegMJJmTSC9PZ3/Jfgk3QgjRDTSeTXno+fGAOsFgXrrVE3gKs06cc0ejURrV7piJSpbanVORcONFAaYgAOwVFc0+pl9oP9LL0zlQcoCJPSa2VdGEEEJ0YKaQAHqPDKD3yEgAHHVOCjNtauA5ogaeqvJaz/IRu1epxxnM/kQnm4lKNhOdbCEiMUj67iDhxqsawk21zdrsY/qH9ud/R/4n/W6EEEJ46Py09Yt7BgNqR2VbiZ38Iw21O1aKstVh6I1rdxr67kQlWzyhJziy+43MknDjRa2puekb2heQTsVCCCFOTVEUzGEGzGEGz/IRjlonhVk28jPUwJN/xNqk787eNWrfHX2gjqhktRksKtlCVJK5y8+7I+HGi46Hm+b1uYHjw8GzbdnYam0E+Qe1SdmE6Ojmz5/PO++8w80338zrrzedCPO2227j1VdfZd68eSxbtsw3BWymRx55hC+//JKdO3f6uiiii9P5N63dAbXvTv4RK3lHrOQfKacg00ZNlYOsvSVk7S3x7GeJNNQHHgtRyWbCe5i61KzKPg03a9as4dlnn2Xbtm3k5ubyxRdfMGvWrNMe89577/HMM89w+PBhLBYL06dP59lnnyUsLKx9Cn0ahqD6ZqkWhJvggGCijdHkVeZxsOQgo6JHtVXxhOjw4uPj+fDDD/n73/+OwWAA1LWS3n//fRISEnxcOiE6PlNIAKaQAHqNUPvuOJ0uio9WkH/Eqt4yrJTlV1FeUE15QTWHNuUDoNVpiEgwEZlk9oSeztxZ2acxrbKykqFDh/KPf/yjWfuvX7+euXPnsmDBAvbu3csnn3zC5s2bufHGG9u4pM3TmpobkPluhGgwYsQI4uPj+fzzzz3bPv/8cxISEhg+fLhnW01NDXfccQeRkZEEBARw3nnnsWXLFs/zq1atQlEUVqxYwfDhwzEYDJx//vkUFBTwzTff0L9/f8xmM9dccw1VVVWe41wuF4sXLyY5ORmDwcDQoUP59NNPTzjvDz/8wKhRowgMDOTcc8/l4MGDACxbtoxHH32UXbt2oSgKiqKwbNkyMjIyUBSlSW1OWVkZiqKwatWqsyqzEKej1WqITDQzeHIPLrh+ANc+OpYFz0/g0kVDGX1pMgkDw9AbdTgdLvLSrfzy41FWLtnHvx/cyNK717H8lV1s+foIWXuLT1xEtAPzac3N9OnTmT59erP337hxI0lJSdxxxx0AJCcnc/PNN/P000+3VRFbJMBkAloXblZlr5JwI7zP7YY6H30R+gWqvRtb6IYbbuDtt9/m2muvBWDp0qVcf/31nhAAcM899/DZZ5/xzjvvkJiYyDPPPMNFF11EamoqoaGhnv0eeeQRXnnlFQIDA7nyyiu58sor0ev1vP/++1RUVHD55Zfz8ssv8+c//xmAxYsX8+9//5vXX3+dlJQU1qxZw3XXXUdERASTJk3ynPf+++/n+eefJyIigltuuYUbbriB9evXc9VVV7Fnzx6+/fZbvv/+ewAsFgv5+fnNfv0tLbMQLRVg9CNxYBiJA9UWD7fbTXlBNfkZas1O/hErRUdt2Cvqmkw0CPXNWfW1O5FJanOWzq/jzb3TqfrcjBs3jvvuu4///e9/TJ8+nYKCAj799FMuueSSUx5TU1NDTU2N57HV2vyRTC1lMKlLsEvNjegw6qrgyVjfXPu+HPA3nnm/X7nuuuu49957yczMBNQa2w8//NATbiorK3nttddYtmyZ54+jt956i5UrV7JkyRLuvvtuz7meeOIJxo8fD8CCBQu49957SUtLo2fPngBcccUV/PTTT/z5z3+mpqaGJ598ku+//55x48YB0LNnT9atW8cbb7zRJNz89a9/9Tz+y1/+wowZM7Db7RgMBkwmEzqdjujo6Ba/9paWWQhvUBSF4KhAgqMC6XuO+nvrrHNReNRGQX3YyT9ipbyw+nhz1mY1sGu0CuE96puzktTA0xHWzepU4Wb8+PG89957XHXVVdjtdhwOBzNnzjxts9bixYt59NFH26V8ra25aehUnFaWRq2zFn+tv9fLJkRnERERwYwZM1i2bBlut5sZM2YQHh7ueT4tLY26ujpPAADw8/NjzJgx7N+/v8m5hgwZ4rkfFRVFYGCgJyQ0bNu8eTMAqampVFVVMW3atCbnqK2tbdIk9uvzxsTEAFBQUOCVfkEtKbMQbUXrp1HXvkq2wBR1m72ijvwMKwWZag1PQYaValsdBZk2CjJtnpmV/QK0RCWZuXTRULRa3/R+6VThZt++fdx555089NBDXHTRReTm5nL33Xdzyy23sGTJkpMec++99/LHP/7R89hqtRIfH98m5Wvoc1NbXd3slcEBYowxmP3NWGutpJalMiBsQJuUT3RDfoFqDYqvrt1KN9xwA7fffjtAs/vknbQIfseHuyqK0uRxwzaXywVARf0UDl9//TVxcXFN9tPr9ac9L+A5z8loNOoHvNvt9myrqzt5/4WWlFmI9hRg8iNxUBiJg443Z9mK7Z6gk59hpTDLRp3dia3E7rNgA50s3CxevJjx48d7qp2HDBmC0WhkwoQJPPHEE56/oBrT6/UnfDC1Fb3RqPYxcLuxV9gwBoc06zhFUegf2p9NeZs4UHJAwo3wHkVpVdOQr1188cXU1taiKAoXXXRRk+d69eqFv78/69evJzExEVCDwpYtW7jrrrtafc0BAwag1+vJyspq0gTVUv7+/jidzibbIiLUpVVyc3M9tUAyVFx0doqiYA43YA4/PveOy+miJLfK552PO1W4qaqqQver2hCtVu3I1PgvIl/RaLQEBBqxV1Zgr6hodrgBdTK/hnAjRHen1Wo9TUwN/483MBqNLFy4kLvvvpvQ0FASEhJ45plnqKqqYsGCBa2+ZlBQEH/605/4wx/+gMvl4rzzzqO8vJz169djNpuZN29es86TlJTEkSNH2LlzJz169CAoKAiDwcDYsWN56qmnSE5OpqCggAceeKDVZRWio9JoNYT3MPm6GL4NNxUVFaSmpnoeN3wgNHxg3XvvvRw7dox3330XgJkzZ3LjjTfy2muveZql7rrrLsaMGUNsrI86Tf5KgCmoPtxIp2IhzobZbD7lc0899RQul4s5c+Zgs9kYNWoUK1asICSk+X9QnMzjjz9OREQEixcvJj09neDgYEaMGMF9993X7HPMnj2bzz//nClTplBWVsbbb7/N/PnzWbp0KQsWLGDkyJH07duXZ555hgsvvPCsyiuEODnF7cMqj1WrVjFlypQTtjfMQjp//nwyMjKaDAF9+eWXef311zly5AjBwcGcf/75PP300ye0kZ+K1WrFYrFQXl5+2g/P1nrv/j+Sl3qIy+5+kN6jzmn2camlqVz+n8sJ1AWy8ZqNaJSuM1OkaD92u50jR46QnJxMQECAr4sjfEB+B0RX1ZLvb5/W3EyePPm0zUknm2Z90aJFLFq0qA1LdXZaO5FfkiUJvVZPlaOKLGsWSZakNiidEEII0fVJ9YCXBRhbNxxcp9GREpwCwIFSaZoSQgghWkvCjZcZglo3kR9Av7D6fjfFEm6EEEKI1pJw42WtncgPjk/mJ52KhRBCiNaTcONlDX1uqusnBGuJhhFT+0v2d4ih7UIIIURnJOHGywwNHYptLV/DKiUkBY2iocReQmF1obeLJoQQQnQLEm687PhoqZbX3Bh0BpLMSYA0TQkhhBCtJeHGyzzhprLlfW5AJvMTQgghzpaEGy+prHHw04ECVmdWAq3rUAzSqVgIIYQ4WxJuvKSooobrl23hyR8ygYaVwVu+cFjf0L4A7C/e79XyCdHVPPLIIwwbNszXxTityZMnn9VinkKI1pFw4yVxwQZ0GgWbS6euxEzr+t001NwcrTiKrbZ1tT9CdFYbN25Eq9UyY8YMXxdFCNGJSbjxEp1WQ3xoIG5Fgy4gEGhduAkOCCbaGA3AwZKDXi2jEB3dkiVLWLRoEWvWrCEnJ8fXxQGgrq7lNbBCCN+ScONFSWFqqHHr1Z/VFS0fDg4wIHQAAFvyt3inYEJ0AhUVFXz00UcsXLiQGTNmnLC23FNPPUVUVBRBQUEsWLAAu93e5PktW7Ywbdo0wsPDsVgsTJo0ie3btzfZ58CBA5x33nkEBAQwYMAAvv/+exRF4csvvwQgIyMDRVH46KOPmDRpEgEBAbz33nsUFxdz9dVXExcXR2BgIIMHD+aDDz5ocu7Kykrmzp2LyWQiJiaG559/3uvvkRCieSTceFFimBGAOp26Em9ram4ApiSoK6V/e+RbmcxPnBW3201VXZVPbi393f3444/p168fffv25brrrmPp0qWec3z88cc88sgjPPnkk2zdupWYmBheffXVJsfbbDbmzZvHunXr+Pnnn0lJSeGSSy7BZlObd51OJ7NmzSIwMJBNmzbx5ptvcv/995+0LH/5y1+488472b9/PxdddBF2u52RI0fy9ddfs2fPHm666SbmzJnD5s2bPcfcfffdrF69mq+++orvvvuOVatWnRCuhBDto1WrgmdnZ6MoCj169ABg8+bNvP/++wwYMICbbrrJqwXsTBpqbqoUPSZaP2Lq/ITzeWzjY6SXp3O47DB9Qvp4sZSiO6l2VHPO++f45NqbrtlEoF9gs/dfsmQJ1113HQAXX3wx5eXlrF69msmTJ/PCCy+wYMECFixYAMATTzzB999/36T25vzzz29yvjfffJPg4GBWr17NpZdeysqVK0lLS2PVqlVER6tNv3/961+ZNm3aCWW56667+M1vftNk25/+9CfP/UWLFrFixQo+/vhjxowZQ0VFBUuWLOHf//43U6dOBeCdd97xfEYKIdpXq2purrnmGn766ScA8vLymDZtGps3b+b+++/nscce82oBO5OkcLXmxur2B1o3SzGA2d/MeXHnAWrtjRBd3cGDB9m8eTNXX301ADqdjquuuoolS5YAsH//fs45p2lIGzduXJPH+fn53HjjjaSkpGCxWDCbzVRUVJCVleW5Rnx8vCfYAIwZM+ak5Rk1alSTx06nk8cff5zBgwcTGhqKyWRixYoVnnOnpaVRW1vbpIyhoaH07du3NW+HEOIstarmZs+ePZ4PhY8//phBgwaxfv16vvvuO2655RYeeughrxays0iqb5YqcWiJBeyVrWuWApiePJ2fsn/imyPfsGj4IpT6EVhCtIRBZ2DTNZt8du3mWrJkCQ6Hg9jYWM82t9uNXq/nlVdeadY55s2bR3FxMS+++CKJiYno9XrGjRtHbW1ti8tuNBqbPH722Wd58cUXeeGFFxg8eDBGo5G77rqrVecWQrS9VoWburo69Ho9AN9//z3/93//B0C/fv3Izc31Xuk6mR4h6nDwStT3prXNUgCTekzCoDNwtOIo+4r3MTB8oLeKKboRRVFa1DTkCw6Hg3fffZfnn3+eCy+8sMlzs2bN4oMPPqB///5s2rSJuXPnep77+eefm+y7fv16Xn31VS655BJAbT4vKiryPN+3b1+ys7PJz88nKioKUDshN8f69eu57LLLPM1mLpeLQ4cOMWCA2vm/V69e+Pn5sWnTJhISEgAoLS3l0KFDTJo0qSVvhxDCC1rVLDVw4EBef/111q5dy8qVK7n44osByMnJISwszKsF7Ex0Wg09QgzYNWqH4mpb68NNoF8gk3qoH4rfHPnGK+UToiNavnw5paWlLFiwgEGDBjW5zZ49myVLlnDnnXeydOlS3n77bQ4dOsTDDz/M3r17m5wnJSWFf/3rX+zfv59NmzZx7bXXYjAcrz2aNm0avXr1Yt68efzyyy+sX7+eBx54AOCMNaMpKSmsXLmSDRs2sH//fm6++Wby8/M9z5tMJhYsWMDdd9/Njz/+yJ49e5g/fz4ajYzZEMIXWvV/3tNPP80bb7zB5MmTufrqqxk6dCgA//nPf07Zht1dJIUbsWvPvuYG4OJkNTR+m/EtLrfrrMsmREe0ZMkSLrjgAiwWywnPzZ49m61bt9K/f38efPBB7rnnHkaOHElmZiYLFy484TylpaWMGDGCOXPmcMcddxAZGel5XqvV8uWXX1JRUcHo0aP5/e9/7xktFRAQcNoyPvDAA4wYMYKLLrqIyZMnEx0dzaxZs5rs8+yzzzJhwgRmzpzJBRdcwHnnncfIkSNb+a4IIc6G4m7lWGOn04nVaiUkJMSzLSMjg8DAwCYfKB2N1WrFYrFQXl6O2Wz2+vkf+c9efvx+DZflf01kUi/mPP1iq89V46xh8keTqair4J2L32FE1AgvllR0RXa7nSNHjpCcnHzGL2yhNjedd955pKam0qtXL18Xxyvkd0B0VS35/m5VzU11dTU1NTWeYJOZmckLL7zAwYMHO3SwaQ9JYYHU1NfctHYSvwZ6rZ7zE9ThrdI0JcTZ++KLL1i5ciUZGRl8//333HTTTYwfP77LBBshhKpV4eayyy7j3XffBaCsrIxzzjmH559/nlmzZvHaa695tYCdTWK40dPnprWT+DV2cZLaNPVd5nc4XI6zPp8Q3ZnNZuO2226jX79+zJ8/n9GjR/PVV1/5ulhCCC9rVbjZvn07EyZMAODTTz8lKiqKzMxM3n33XV566SWvFrCzSQ47Hm7q7K1bGbyxsbFjsegtlNhL2Jq/1RtFFKLbmjt3LocOHcJut3P06FGWLVvWrQdBCNFVtSrcVFVVERQUBMB3333Hb37zGzQaDWPHjiUzM9OrBexs4kIMOHR6GjoynW3tjZ/Gj2mJ6gyqMqGfEEIIcWatCje9e/fmyy+/JDs7mxUrVnjmpigoKGiTTrqdiZ9WQ4/QQOwa74yYApieNB2AlZkrqXPKCsVCCCHE6bQq3Dz00EP86U9/IikpiTFjxnimQf/uu+8YPny4VwvYGSU1apqq9kK4GRk1knBDONZaKxtzN571+YQQQoiurFXh5oorriArK4utW7eyYsUKz/apU6fy97//3WuF66waj5iyn8VEfg20Gi0XJV0EyKgpIYQQ4kxaPX1mdHQ0w4cPJycnh6NHjwLqInT9+vXzWuE6q6QmI6bOPtzA8VFTP2b9iN1hP8PeQgghRPfVqnDjcrl47LHHsFgsJCYmkpiYSHBwMI8//jgul8yk27hZylvhZmjEUGKMMVQ5qlh3bJ1XzimEEEJ0Ra0KN/fffz+vvPIKTz31FDt27GDHjh08+eSTvPzyyzz44IPeLmOn03gJhrNZX6oxRVE8tTfSNCWEEEKcWqvCzTvvvMM///lPFi5cyJAhQxgyZAi33norb731FsuWLfNyETufHiEGarVqzU1paZnXztuw1tSao2uorKv02nmF6Ajmz5+PoigoioKfnx/Jycncc8892O3Hm2Ebnv/1iuA1NTWEhYWhKAqrVq3ybF+9ejXnn38+oaGhBAYGkpKSwrx586itrQVg1apVnnMqikJUVBSzZ88mPT29XV6zEKJttCrclJSUnLRvTb9+/SgpKTnrQnV2floNAfXzAJV4Mdz0D+1PojkRu9POquxVXjuvEB3FxRdfTG5uLunp6fz973/njTfe4OGHH26yT3x8PG+//XaTbV988QUmk6nJtn379nHxxRczatQo1qxZw+7du3n55Zfx9/fH6XQ22ffgwYPk5OTwySefsHfvXmbOnHnCPgButxuHQ2YKF6Kja1W4GTp0KK+88soJ21955RWGDBly1oXqChpWOK4oP7v1pRpr3DQlE/qJrkiv1xMdHU18fDyzZs3iggsuYOXKlU32mTdvHh9++CHV1dWebUuXLmXevHlN9vvuu++Ijo7mmWeeYdCgQfTq1YuLL76Yt956C4PB0GTfyMhIYmJimDhxIg899BD79u0jNTXVU7PzzTffMHLkSPR6PevWraOmpsaz6nhAQADnnXceW7Zs8Zyv4bivv/6aIUOGEBAQwNixY9mzZ08bvGtCiF9rVbh55plnWLp0KQMGDGDBggUsWLCAAQMGsGzZMp577jlvl7FTCg8LBrzXobjB9GR1Qr91Oesoryn36rlF1+N2u3FVVfnk5na7z1zA09izZw8bNmzA39+/yfaRI0eSlJTEZ599BkBWVhZr1qxhzpw5TfaLjo4mNzeXNWvWtOi6DcGnoekK4C9/+QtPPfUU+/fvZ8iQIdxzzz189tlnvPPOO2zfvp3evXtz0UUXnVBzfffdd/P888+zZcsWIiIimDlzJnV1MhGnEG1N15qDJk2axKFDh/jHP/7BgQMHAPjNb37DTTfdxBNPPOFZd6o7i44MwwY4qr3bN6ZXcC9SQlI4XHqYH7N+5PKUy716ftG1uKurOThipE+u3Xf7NpTAwBYds3z5ckwmEw6Hg5qaGjQazUlriW+44QaWLl3Kddddx7Jly7jkkkuIiIhoss9vf/tbVqxYwaRJk4iOjmbs2LFMnTqVuXPnnnIm9dzcXJ577jni4uLo27cvGzZsAOCxxx5j2jR1GZTKykpee+01li1bxvTp6h8bb731FitXrmTJkiXcfffdnvM9/PDDnuPeeecdevTowRdffMGVV17ZovdFCNEyrZ7nJjY2lr/+9a989tlnfPbZZzzxxBOUlpayZMkSb5av00qICQdAqany+rkblmP4NkOapkTXMmXKFHbu3MmmTZuYN28e119/PbNnzz5hv+uuu46NGzeSnp7OsmXLuOGGG07YR6vV8vbbb3P06FGeeeYZ4uLiePLJJxk4cCC5ublN9u3RowdGo5HY2FgqKyv57LPPmtQYjRo1ynM/LS2Nuro6xo8f79nm5+fHmDFj2L9/f5PzNszeDhAaGkrfvn1P2EcI4X2tqrkRZ5YUF85eQOeqo662Fr9fVa2fjYuTLualHS+xKXcTxdXFhBlkVWNxcorBQN/t23x27ZYyGo307t0bUPvRDB06lCVLlrBgwYIm+4WFhXHppZeyYMEC7HY706dPx3aKaRfi4uKYM2cOc+bM4fHHH6dPnz68/vrrPProo5591q5di9lsJjIy0rMo8K/LJYToPFpdcyNOLzkmHBcKADn5xV49d7w5noFhA3G6nXyX+Z1Xzy26FkVR0AQG+uSmKMpZlV2j0XDffffxwAMPNOk83OCGG25g1apVzJ07F61W26xzhoSEEBMTQ2Vl0+bi5ORkevXqddJg82u9evXC39+f9evXe7bV1dWxZcsWBgwY0GTfxkPWS0tLOXToEP37929WWYUQrefTcLNmzRpmzpxJbGwsiqLw5ZdfnvGYmpoa7r//fhITE9Hr9SQlJbF06dK2L2wL6f111NVP5Jd2tMDr57+056UALN2zVJZjEF3Wb3/7W7RaLf/4xz9OeO7iiy+msLCQxx577KTHvvHGGyxcuJDvvvuOtLQ09u7dy5///GfPUO/WMhqNLFy4kLvvvptvv/2Wffv2ceONN1JVVXVCDdNjjz3GDz/8wJ49e5g/fz7h4eHMmjWr1dcWQjRPi5qlfvOb35z2+bKyshZdvLKykqFDh3LDDTec8dwNrrzySvLz81myZAm9e/cmNze3wy754NYHQpWdY3nerbkBuKLPFby7711yK3N5d9+73DTkJq9fQwhf0+l03H777TzzzDMsXLiwyXOKohAeHn7KY8eMGcO6deu45ZZbyMnJwWQyMXDgQL788ksmTZp0VuV66qmncLlczJkzB5vNxqhRo1ixYgUhISEn7HfnnXdy+PBhhg0bxn//+98TRn8JIbxPcbdgvOb111/frP1+PcFWswqiKHzxxRen/avm22+/5Xe/+x3p6emEhoa2+BoAVqsVi8VCeXn5KUdMeMvTt96KrjgL5/nzuefmK7x+/v+l/48/r/0zBp2Bry//mojAiDMfJLo0u93OkSNHSE5OJiAgwNfF6bZWrVrFlClTKC0tJTg4uF2vLb8Doqtqyfd3i2puWhNavOk///kPo0aN4plnnuFf//oXRqOR//u//+Pxxx8/YVKuBjU1NdTU1HgeW63em1TvTAJMJhzFUFxS2ibnn548nfcOvMcvhb/w0o6XeHz8421yHSGEEKIz6VQditPT01m3bh179uzhiy++4IUXXuDTTz/l1ltvPeUxixcvxmKxeG7x8fHtVt4gi5osy0rbZrI9RVG4Z/Q9AHyV+hX7ive1yXWEEEKIzqRThRuXy4WiKLz33nuMGTOGSy65hL/97W+88847Jx1NAXDvvfdSXl7uuWVnZ7dbeUNC1fb3KpvtrGdrPZWhEUOZnjwdN26e3fJsm11HCNF8kydPxu12t3uTlBBC1anCTUxMDHFxcZ51mwD69++P2+3m6NGjJz1Gr9djNpub3NpLRJgabnR11RTaas6wd+v9YcQf0Gv1bM3fyo9ZP7bZdYQQQojOoFOFm/Hjx5OTk0NFRYVn26FDh9BoNPTo0cOHJTs5o1mdM0PvtJNR7P2ZihvEmGKYO2AuAM9ve55aZ+0ZjhBCCCG6Lp+Gm4qKCnbu3MnOnTsBOHLkCDt37iQrKwtQm5Tmzp3r2f+aa64hLCyM66+/nn379rFmzRruvvtubrjhhlN2KPalgCC1lijAVUNGsXfXmPq13w/+PeGGcLJt2Xxw4IM2vZYQQgjRkfk03GzdupXhw4czfPhwAP74xz8yfPhwHnroIUBdxK4h6ACYTCZWrlxJWVkZo0aN4tprr2XmzJm89NJLPin/mRiMJgACXHYyito23AT6BXLH8DsAeGPXG5TYS85whBBCCNE1+XRtqYZOd6eybNmyE7b169ePlStXtmGpvCfApDZLBThryGzDZqkGl/W+jA8OfMD+kv28uvNVHhj7QJtfUwghhOhoOlWfm86moVlK77JzpI1rbgA0ioa7R98NwCeHPiG1NLXNrymErzzyyCMMGzbMZ9efPHkyd911l8+uL4Q4NQk3bSjApDZL+bsdZBda22WY9ujo0UxNmIrL7eK5rc+1+fWE8KaNGzei1WqZMWNGm5w/KSkJRVFQFAWDwUBSUhJXXnklP/549qMMk5KSeOGFF86+kEKIsybhpg3pDYEoivoWO+2VFFa03XDwxv448o/oNDrW56xn7dG17XJNIbxhyZIlLFq0iDVr1pCTk9Mm13jsscfIzc3l4MGDvPvuuwQHB3PBBRfw17/+tU2uJ4RofxJu2pCi0XhqbwJc7dPvBiDBnMC1/a4F4Lmtz1HnqmuX6wpxNioqKvjoo49YuHAhM2bMOKHP3VNPPUVUVBRBQUEsWLAAu93e5PktW7Ywbdo0wsPDsVgsTJo0ie3bt59wnaCgIKKjo0lISGDixIm8+eabPPjggzz00EMcPHjQs9+ePXuYPn06JpOJqKgo5syZQ1FR0UnLPnnyZDIzM/nDH/7gqRkCKC4u5uqrryYuLo7AwEAGDx7MBx/IaEYh2pqEmzZ2vFNx+/S7aXDT0JsI0YeQXp7OJwc/abfrio7F7XZTV+P0ya2lzbAff/wx/fr1o2/fvlx33XUsXbrUc46PP/6YRx55hCeffJKtW7cSExPDq6++2uR4m83GvHnzWLduHT///DMpKSlccskl2Gy2M177zjvvxO1289VXXwFQVlbG+eefz/Dhw9m6dSvffvst+fn5XHnllSc9/vPPP6dHjx6eWqHc3FxAXcRy5MiRfP311+zZs4ebbrqJOXPmsHnz5ha9N0KIlvHpaKnuoGnNTfuFG7O/mVuH3cpfN/2Vv237GwPDBzI0Ymi7XV90DI5aF2/eudon177pxUn46bXN3n/JkiVcd911AFx88cWUl5ezevVqJk+ezAsvvMCCBQtYsGABAE888QTff/99k9qb888/v8n53nzzTYKDg1m9ejWXXnrpaa8dGhpKZGQkGRkZALzyyisMHz6cJ5980rPP0qVLiY+P59ChQ/Tp0+eE47VaradWqEFcXBx/+tOfPI8XLVrEihUr+PjjjxkzZkyz3xshRMtIzU0bMzQaMZVR1D7NUg1+2+e3TOwxkRpnDXf8eAfZtvZbV0uIljh48CCbN2/m6quvBkCn03HVVVexZMkSAPbv388555zT5Jhx48Y1eZyfn8+NN95ISkoKFosFs9lMRUVFk7myTsftdnuak3bt2sVPP/2EyWTy3Pr16wdAWlpas1+X0+nk8ccfZ/DgwYSGhmIymVixYkWzyySEaB2puWljAQ0T+TntbT5L8a9pNVqenfgs87+dz/6S/dz6/a38+5J/Y9Fbznyw6BJ0/hpuenGSz67dXEuWLMHhcBAbG+vZ5na70ev1vPLKK806x7x58yguLubFF18kMTERvV7PuHHjqK0983IkxcXFFBYWkpycDKj9f2bOnMnTTz99wr4xMTHNfFXw7LPP8uKLL/LCCy8wePBgjEYjd911V7PKJIRoPQk3bczT58ZVw+HiqiZ/HbaHQL9AXpn6Ctf+71oyrBnc9dNdvDHtDfy1/u1WBuE7iqK0qGnIFxwOB++++y7PP/88F154YZPnZs2axQcffED//v3ZtGlTk+VYfv755yb7rl+/nldffZVLLrkEgOzs7FN2AP61F198EY1Gw6xZswAYMWIEn332GUlJSeh0zfuY9Pf3x+l0nlCmyy67zNPc5nK5OHToEAMGDGjWOYUQrSPNUm0sIOh4uKmocVBU0f5/sUUGRvKPqf/A6Gdka/5WHt7wcLvMuSNEcyxfvpzS0lIWLFjAoEGDmtxmz57NkiVLuPPOO1m6dClvv/02hw4d4uGHH2bv3r1NzpOSksK//vUv9u/fz6ZNm7j22mtPuuaczWYjLy+P7Oxs1qxZw0033cQTTzzBX//6V3r37g3AbbfdRklJCVdffTVbtmwhLS2NFStWcP31158QYBokJSWxZs0ajh075glVKSkprFy5kg0bNrB//35uvvlm8vPzvfwOCiF+TcJNG2uouQnWqsOx27NTcWN9Qvrwt0l/Q6toWZ6+nFd3vXrmg4RoB0uWLOGCCy7AYjmxuXT27Nls3bqV/v378+CDD3LPPfcwcuRIMjMzWbhw4QnnKS0tZcSIEcyZM4c77riDyMjIE8750EMPERMTQ+/evZkzZw7l5eX88MMP/PnPf/bsExsby/r163E6nVx44YUMHjyYu+66i+DgYDSak39sPvbYY2RkZNCrVy8iIiIAeOCBBxgxYgQXXXQRkydPJjo62lM7JIRoO4q7m/0Jb7VasVgslJeXYzab2/x6+9ev5n8vPYstJIllwdN59ooh/HZUfJtf91Q+O/QZj2x8BIDHxz/OrN6zfFYW4X12u50jR46QnJxMQECAr4sjfEB+B0RX1ZLvb6m5aWOG+pobg1udnbi9JvI7ldl9ZvP7wb8H4NENj7Ipd5NPyyOEEEJ4m4SbNtbQLOXnUOfjOOKjZqnGFg1fxMVJF+NwO/jDT38graz5Q1uFEEKIjk7CTRtrCDfUqKHGV31uGtMoGp447wmGRw7HVmfj1u9vpai6eaNKhBBCiI5Owk0bM9SPlnLX1aJ1OcgoquoQI5X0Wj0vTnmRhKAEcipzWPj9QvIrZRSHEEKIzk/CTRvzNwSi1I+uCHCrw8GLKzvGBF4hASG8esGrhOhDOFBygKuWX8XOgp2+LpYQQghxViTctDFFUTyzFCcEqts6QtNUg0RzIu/NeI+UkBSK7cVcv+J6Pj30qa+LJYQQQrSahJt2EFC/vlSCSW2OOtLOa0ydSXxQPP+e/m+mJU7D4XLw6MZHeeLnJ6hz1vm6aEIIIUSLSbhpBw0rg8cEqOGmI9XcNAj0C+T5Sc+zaPgiFBQ+OvgRv//u99LRWAghRKcj4aYdNMx1E+GnTtt+pKjjhRtQm9BuGnITL5//MkY/I9sLtvO75b9jb/HeMx8shBBCdBASbtrBiUswdKxmqV+bFD+J92e8T5I5ifyqfOZ9M4/l6ct9XSwhmnjkkUcYNmyYr4shhOiAJNy0g4ZwY0IdJZVRVNkhhoOfTk9LT96b8R4T4iZQ46zh3rX38syWZ6hx1vi6aKIL27hxI1qtlhkzZvi6KEKITkzCTTto6HPj77SjKGDrQMPBT8fsb+bl81/mxsE3AvCvff9i1pezWHN0jY9LJrqqJUuWsGjRItasWUNOTo6viyOE6KQk3LQDg0kdLVVXVUFyuBGAl3447MsiNZtWo+WOEXfwwpQXiDREcrTiKLf9cBuLflzEUdtRXxdPdCEVFRV89NFHLFy4kBkzZrBs2bImzz/11FNERUURFBTEggULsNvtTZ7fsmUL06ZNIzw8HIvFwqRJk9i+fXuTfRRF4Y033uDSSy8lMDCQ/v37s3HjRlJTU5k8eTJGo5Fzzz2XtDRZkkSIzkzCTTtoqLmxV1Tw4KUDAHh3Yyb/3dV5/jKdmjCV/1z+H64feD06Rceq7FXM+moWr+96XZqqOjC3202d3e6TW0ubXj/++GP69etH3759ue6661i6dKnnHB9//DGPPPIITz75JFu3biUmJoZXX321yfE2m4158+axbt06fv75Z1JSUrjkkkuw2WxN9nv88ceZO3cuO3fupF+/flxzzTXcfPPN3HvvvWzduhW3283tt99+dm+8EMKnFHdH7/zhZS1ZMt1bMnZt57MnHyIiIYm5z77CsysO8I+f0jDpdfzn9vH0jDC1Szm8Ja0sjSc3PcnmvM2AOk/OvWPuZUKPCT4umbDb7Rw5coTk5GQCAgKos9t5ad4VPinLHe98il9AQLP3Hz9+PFdeeSV33nknDoeDmJgYPvnkEyZPnsy5557L8OHD+cc//uHZf+zYsdjtdnbu3HnS87lcLoKDg3n//fe59NJLAbXm5oEHHuDxxx8H4Oeff2bcuHEsWbKEG264AYAPP/yQ66+/nurq6la+ct/69e+AEF1FS76/peamHRjqJ/GrrqwA4A8X9OGc5FAqahzc+t527HVOXxavxXoF9+KfF/6TZyY+Q4QhgmxbNrf+cCt3/ngnORWdpzZKdBwHDx5k8+bNXH311QDodDquuuoqlixZAsD+/fs555xzmhwzbty4Jo/z8/O58cYbSUlJwWKxYDabqaioICsrq8l+Q4YM8dyPiooCYPDgwU222e12rFar916gEKJd6XxdgO7geLOUWj2u02p46erhzHhpLQfybDz6370s/s2Q052iw1EUhenJ05nYYyKv7XyN9/a/x4/ZP7IhZwO/7ftbrh94PRGBEb4uZren0+u54x3fLKeh0+ubve+SJUtwOBzExsZ6trndbvR6Pa+88kqzzjFv3jyKi4t58cUXSUxMRK/XM27cOGprm3be9/Pz89xXFOWU21wuV7PLL4ToWKTmxtvqTqzKbhgK7qipwVH/QRtlDuDF3w1HUeCDzdl8vr1zds41+hn50+g/8cnMTxgdPRq7086/9v2Liz+7mCd+foLcilxfF7FbUxQFv4AAn9waQsKZOBwO3n33XZ5//nl27tzpue3atYvY2Fg++OAD+vfvz6ZNm5oc9/PPPzd5vH79eu644w4uueQSBg4ciF6vp6hIZtgWojuScOMtRYfh+X7w4tATnmq8MnhD7Q3A+N7h3Dk1BYD7v9jD4XzbCcd2Fr1DerPkwiW8dsFrDIsYRq2rlo8OfsQlX1zCIxseIduW7esiig5q+fLllJaWsmDBAgYNGtTkNnv2bJYsWcKdd97J0qVLefvttzl06BAPP/wwe/c2nTk7JSWFf/3rX+zfv59NmzZx7bXXYjAYfPSqhBC+JOHGW4KiwZYLFflQVdLkKUVRPLU3jcMNwKLzUzivdzjVdU5ufW87VbWOdiuytymKwnlx5/Hu9HdZcuESxkSPweFy8Nnhz5j5xUzuW3sf6eXpvi6m6GCWLFnCBRdcgMViOeG52bNns3XrVvr378+DDz7IPffcw8iRI8nMzGThwoUnnKe0tJQRI0YwZ84c7rjjDiIjI9vrZQghOhAZLeVNfx8E5dlw/beQ2LSz49I/3EJpzlGufHgx8QMGN3muqKKGS15cS4Gtht8Mj+P5K4c2u0q/o9tRsIM3fnmD9cfWA6CgcGHShcwdMJfB4YO7zOvsKGSkjJDfAdFVyWgpX4noq/4sPHDCU4ZT1NwAhJv0vHz1cDQKfL7jGB9v7TpNOMMjh/P6Ba/z4YwPmRI/BTduVmSs4Nr/XctVy6/i00OfUlXXsdfaEkII0blIuPGmiH7qz8KDJzzVeCK/kzmnZxh/ukgNRw99tZf9uV1rGOrA8IG8dP5LfDrzU2b2nIm/xp/9Jft5dOOjTP1kKk9uepK0MpkVVgghxNmTcONNnnBzYs1NQ5+batupQ8stE3sxpW8ENQ4Xt763nfLqujYppi/1De3LkxOe5Pvffs//G/n/iA+Kp6Kugg8OfMCsr2Yx/9v5fHPkG+qcXe+1CyGEaB8SbrzpNOHGEFTfLFV58pobAI1G4W9XDiPWEsCRokouf3U96YWn3r8zCwkIYf6g+Sy/fDlvXPAG58efj0bRsC1/G/esuYcLPr2A57c+z6HSQ74uqhBCiE5Gwo03RfRRf9pyobqsyVMBxlP3uWksxOjPkvmjibEEkF5YyWX/WM/qQ4VtUdoOQaNoODfuXF48/0VWzF7BLUNvIcIQQYm9hGV7lzH7P7O54j9X8M7edyis6rrvgxBCCO/xabhZs2YNM2fOJDY2FkVR+PLLL5t97Pr169HpdAwbNqzNytdiARYwx6n3i5rWOHiGgtvOPJdN/xgz/7n9PEYmhmCzO7j+7c38c216ixci7GyijdHcNuw2Vlyxghcmv8DUhKnoNDoOlh7kua3PccGnF3DLyltYnr5cOiGfQVf/XRGnJv/2Qvg43FRWVjJ06NAmi+E1R1lZGXPnzmXq1KltVLKzcIoRUwFBzau58ZwmSM/7N57DlaN64HLDE1/v50+f/NLp1qFqDT+NH1MTp/LClBf46bc/8cA5DzA0Yigut4v1Oeu5d+29TPl4Cvevu58NORtwuDrv3EDe1rCMQFWVhL/uquHfvvGSEkJ0Nz5dW2r69OlMnz69xcfdcsstXHPNNWi12hbV9rSLiH6Q9iMU/CrcnGYo+KnodVqenj2E/jFmHl++j8+2HyWtsII354wk0tw95q8IDgjmqn5XcVW/q8iyZrE8fTn/TfsvRyuO8p+0//CftP8QrA9masJULky8kNExo/HTdN8Pda1WS3BwMAUFBQAEBgbKXELdhNvtpqqqioKCAoKDg9Fqtb4ukhA+0+kWznz77bdJT0/n3//+N0888cQZ96+pqaGmpsbzuM1X+j1FzU3DPDfVLQg3oM76e/34ZHpHmrj9/R3szC5j5ivreHPOKIbGB3ujxJ1GgjmBW4fdysKhC9lZuJP/pv2X7zO/p7SmlM8Of8Znhz/DorcwNWEq0xKncU7MOd0y6ERHRwN4Ao7oXoKDgz2/A0J0V50q3Bw+fJi//OUvrF27Fp2ueUVfvHgxjz76aBuXrJFTzHVzvOamdaOfJqRE8OVt47nx3a2kFlRw5RsbeeaKIVw2LO6sitsZKYrC8MjhDI8czn3n3MfW/K18l/EdP2T9QIm9hM8Pf87nhz/H7G/m/ITzmZY4jbExY/HX+vu66O1CURRiYmKIjIykrk6G1Hcnfn5+UmMjBJ0o3DidTq655hoeffRR+vTp0+zj7r33Xv74xz96HlutVuLj49uiiKqGmhvrUbBbIUCdItqzMnhtDXW1Nfj561t86uRwI5/fei53fbiTHw8UcOeHO9mbY+Wei/qi03bPgW86jY6xMWMZGzOW+865j+352/ku8ztWZq6kxF7Cl6lf8mXqlwTqAhkfN57J8ZOZGDeR4IBgXxe9zWm1WvmiE0J0Sx1mbSlFUfjiiy+YNWvWSZ8vKysjJCSkyYe1y+XC7Xaj1Wr57rvvOP/88894nTZdW6rBc32hIg9+/wP0GAWo7eEvXDsLl9PJTa8tIyg0vNWnd7rcPLviIK+vVmf0HdszlJevHkFEUMsDU1fldDnZXrCdFRkr+CnrJwqqjzfRaBQNwyOHMyV+ClPip5BgTvBhSYUQQjRHS76/O03NjdlsZvfu3U22vfrqq/z44498+umnJCcn+6hkJxFRH24KD3jCTcPK4FXlZdgrKs4q3Gg1Cn+Z3o8hPSzc/ckufk4vYebL63j1uhGMSAjx1qvo1LQaLaOjRzM6ejT3n3M/+4r38VP2T6zKXsXB0oNsy9/GtvxtPLf1OXpaejI5fjIT4iYwNHJot+ynI4QQXYlPw01FRQWpqamex0eOHGHnzp2EhoaSkJDAvffey7Fjx3j33XfRaDQMGjSoyfGRkZEEBAScsN3nIvrBkdUnDgc3murDTcs6FZ/KJYNj6BNl4uZ/bSOtsJKr3tjIQ5cO4LqxiTJCphFFURgYPpCB4QO5ffjt5FTkeILO1rytpJenk16eztI9SwnyC2Js7FgmxE3gvLjziAiM8HXxhRBCtJBPw83WrVuZMmWK53FD35h58+axbNkycnNzycrK8lXxWi/yDJ2KmzGRX3P1jgziq9vP4+5PdvHNnjwe/GovO7LK+OvlgzH4S3+Lk4k1xXJt/2u5tv+12GptrD+2nlVHV7Hh2AZKa0pZmbmSlZkrAegf2p/z4s5jYo+JDA4fjFYj76kQQnR0HabPTXtplz43mRvg7elgSYA/HG9K++KZx0jftplpNy1iyNSLvHpJt9vNW2vTeeqbA7jc6izHr183gsQwo1ev05U5XU72Fu9l3bF1rD26lj3Fe5o8b/Y3MzZmLOfGnsu42HHEmmJ9VFIhhOh+umSfm06lYTh4eRbUVIDeBByf68ZbzVKNKYrCTRN7MSjOwqL3d7A/18rMl9fxwu+GcX6/KK9fryvSarQMiRjCkIgh3DrsVoqri9mQs4G1R9eyPmc91lor32V+x3eZ3wGQZE5iXOw4zo09l9HRozH6SZAUQoiOQMJNWwgMBWMEVBaqa0zFjQAgwKSGnLYINw3O7RXO8jvO49b3trMjq4wblm3ljqkp3Dk1Ba1G+uG0RJghjJm9ZjKz10wcLgd7ivawMWcjG3M38kvhL2RYM8iwZvDBgQ/QKTqGRg5lXMw4xsaOZWDYQHQa+d9LCCF8QT5920pEPzXcFB5oFG7UarS2DDcAMRYDH900jie+3se7GzN56YfD7Mou44WrhhFi7B4T2XmbTqNjWOQwhkUOY+GwhdhqbWzO28zGnI1syNlAti3bMwLrlZ2vYPQzMipqFOfEnMOY6DGkhKSgUbrnXERCCNHeJNy0lYh+kLG2yYips52luCX8dRoeu2wQw+KDue+L3aw+VMilL6/j9etGMriHpc2v39UF+QcxNWEqUxPUxVuzbdlqrU7ORjbnbcZaa2X10dWsProagNCAUEZHj2ZM9BjGxowlPiheRrQJIUQbkXDTVjxrTB0fMdXQLFVd0cbrWzXymxE96Bdt5pZ/byOrpIrZr2/gicsGceXoNpyluRuKD4onvm88V/a9EqfLycHSg2zO3czPeT+zPX87JfYSVmSsYEXGCgCiAqMYFT2K0VGjGRU9ioSgBAk7QgjhJRJu2opnjanjNTcGT7NU29fcNDYg1sx/bz+PP368kx8OFHDPZ7+wI7uUh2cOJMBPhjZ7m1ajZUDYAAaEDWD+oPnUOevYXbSbTXmb2Jy7mV2Fu8ivyufr9K/5Ov1rACINkYyMHsno6NGMihpFkjlJwo4QQrSSDAVvK5VF8GwvQIH7csA/kPz0VP59712YQsO4+bV32u7ap+ByuXl1VSrPrzyE2w2D4yy8dt0IeoQEtntZurNqRzW7CnexNW8rW/K2sLtoN3WupgtchhvCGRk1khGRIxgZNZLewb1ljh0hRLcmQ8E7AmM4BIZBVbE6Yip2WJtM4tcSGo3C7eenMKRHMHd8uIPdx8q59OV1vPS74UzsIzPxtheDzuBZ7BPA7rDzS+EvbM3fytb8rewq2EVRdVGTZqwgvyCGRg71BJ5B4YO6zSrnQgjRUhJu2lJEP8hcr/a7iR2GIah+ZfC62lavDO4NE/tEsHyROlz8l6PlzHt7M3+8oA+3TemNRoaLt7sAXQBjYsYwJmYMADXOGnYX7mZb/ja2F2xnZ8FObHU21h1bx7pj6wDw1/gzKHwQI6JGMDxyOEMjhmLRS0dxIYQACTdtK6JvfbhR+934BRjQaLW4nE7sFTb8Qn23inePkEA+vnkcj/53Lx9szub5lYfYdbSM568chsUgC0f6kl6rZ1T0KEZFq4uuOlwODpYeZHv+dnYU7GBb/jZK7CVsL9jO9oLtnuN6Wnqqw9Uj1CHr0m9HCNFdSbhpSxH91Z/14abxyuBV5eVntTK4NwT4aVn8myEMjw/hga/28P3+Ai57ZR2vzxlJv+g27I8kWkSn0TEwbCADwwYyZ8Ac3G43mdZMT9DZVbiLDGuGZwHQzw9/DkCwPtgTdIZGDGVA2AAC/aR/lRCi65Nw05Y8w8GPj5gKi4unqryMgow0opJ7+ahgTV05Op5+MUEs/Pd2MoqruPwfG3hq9mAuGxbn66KJk1AUhSRLEkmWJC5PuRyAUnspOwt2srNwJzsLdrK3eC9lNWWsOrqKVUdXAaBVtPQJ6eNZYmJoxFAZgi6E6JJktFRbsuXD831A0agjpvwMrHnvbbb85zOGXHAx0268vW2v30IllbXc+eEO1h4uAuD68Uncd0l//LQys25nU+esY3/JfnYU7GBX4S52FeyioLrghP0segtDwtWwMyR8CAPDB0rfHSFEhySjpToKUyQEBIO9DIpTIXow0b37AJCXetinRTuZUKM/y64fw99WHuQfP6Xx9voM9h6z8sq1w4kMCvB18UQL+Gn9PDU0DfIq8/il8Bf1VvQLe4v2Ul5Tztpja1l7bK1nv0RzIoPCBzE4fDCDwgfRL7Qfeq3v+ocJIURLSc1NW1tyEWT/DL/5Jwz5LdaiQt667XoUjYZF73zisxFTZ7Jibx5/+ngXthoHkUF6Xr12BKOSQn1dLOFFdc46DpUeUmt2Cnexp2gPWbasE/bTKTr6hPZhcPhgte9P+EB6WnrKwqBCiHYlNTcdSWQ/NdzU97sJCgvHGBJKZWkJBelpxPUb4OMCntxFA6NJud3Ezf/axuGCCn735s88MKM/886VEThdhZ/Wj4Hhali5pv81AJTZy9hbvJfdRbvZU7SH3UW7KbGXsK94H/uK93mONegM9Avtx8CwgQwIG8DA8IEkmZNkcVAhRIcg4aat/WoZBkVRiO7Vh7StP5OXdqjDhhuAnhEmvrxtPPd89gtf/5LLI//dx66j5Tx5+WAM/jJbblcUHBDM+LjxjI8bD4Db7Sa3MpfdRbvZXbibvcV72Ve8jypHFTsKdrCjYIfnWKOfUV12IlRdeqJ/WH8SzYkSeIQQ7U7CTVs7yQKaMb3VcJObeshHhWo+o17HK1cPZ3h8MIu/OcAXO46xP9fKG3NGkhhm9HXxRBtTFIVYUyyxplguSroIAJfbRYY1g71Fe9lbvJe9RXs5UHKAyrpKtuRtYUveFs/xgbpA+oX284Sd/qH9SbYkS5OWEKJNySdMW2uouSlJB0cN6PRE96rvVJzW8cMNqF9wv5/Qk0FxFm5/fzsH8mzMfHkdL/xuGOf3i/J18UQ70ygaelp60tPSk5m9ZgLqRIPp5ensLVJrdvaX7OdgyUGqHFUnTDYYoA2gT0gf+oX2o19YP/qF9CMlJIUAnXRaF0J4h3QobmtuNzyVCDXlsHADRA2kpqqSV66/CoCFb71HoLnzDL3NK7ez8L1t7MgqA+DOqSncOTVFlm0QJ3C4HGSUZ7C/ZL8n8DTU8PyaRtGQbE72hJ2Gn8EBwe1fcCFEh9SS728JN+3hn9Pg6Ga4YikMmg3A23+4hZKco1z+l4fpOXx0+5TDS2odLh5fvo9//ZwJwJS+Ebxw1XAsgbJsgzg9l9tFljXLE3QOlhxkf8l+SuwlJ90/KjCKPiF96Bval74hfekT2ofEoERZIV2IbkhGS3U0EX3VcNOo30107z6U5BwlL/VQpws3/joNj88axLD4YO77Yjc/HSxk5ivreP26kQyIlWUbxKlpFI1nduXpydMBtdNyYXUhB0oONLll27LJr8onvyq/yTw8AdoAegf3pk9oH/qEHL/J5INCiAYSbtpDQ7+bgv2eTdG9+7BvzY/kdYJOxacye2QP+kYHsfC9bWSVVPGb19az+DeDuXx4D18XTXQiiqIQGRhJZGAkE3tM9GyvqK3gcNlhDpYc5GDpQQ6VHOJw2WGqHdXsKd7DnuI9Tc4TGRhJn5A+pISkkBKcQp+QPvS09MRPKzWKQnQ3Em7aQ2TDcPDGI6bUUVS5aYdxu92ddu6YQXEW/nv7edz54U5WHyrkDx/tYmdWGffPGIC/ToYAi9Yz+ZsYHjmc4ZHDPducLifZtmwOlh7kYMlBDpUe4nDpYXIqcyioKqCgqoB1x9Z59tcpOpIsSaQEp9A7pDe9g3uTEpxCXFCcDFEXoguTcNMePCOm0sBRCzp/IhKT0Op02G1WyvPzCI6O8W0Zz0JwoD9L54/mxe8P8dKPqbyzMZPdx8p59dqRRFtkBIzwHq1G62nWahiaDmCrtZFalsrh0sOewHO49DC2OnV7alkqZBw/j0FnINmS7Ak7DcEnKjCq0/6hIYQ4TsJNezDHgb8JaivUIeGR/dDq/IhM6kVu6kFy0w516nADoNUo/PHCvgyND+YPH+1ke1YZl768lpeuHs65vcJ9XTzRxQX5B51Qy+N2u8mrzONwmRp0GkJOelk61Y7qE2ZdBjD5megZ3JNell70ClZvEnqE6Hwk3LQHRVE7FR/bBoX7Pc1U0b37kJt6kLzDB+k/fpKPC+kdU/tH8d9F53HLv7ezP9fKdf/cxJ8v7sdNE3vKl4NoV4qiEGOKIcYU06Qvj8Pl4KjtqFrTU3aY1NJU0srSyLBmUFFX4VlctDGjn5Gelp70Cu7lmeOnZ3BPYo2xMnJLiA5Iwk17iehfH26azlS8A8jtJJP5NVdimJHPF57LA1/u4bPtR1n8zQF2ZJXx7G+HEBQgnTuFb+k0Ok/T1gWJF3i21znryLRmklqu1u6klqmhJ8uaRWVdpboERdHuJufSa/UkmZPoaelJcnAyvSxq+EkwJ+Cv9W/vlyaEqCfhpr14lmE44NkU3VudqbjgSBpOhwOtruv8cxj8tTz32yGMSAzmkf/s5du9eRzKt/H6nJH0iQrydfGEOIGf1k/texPSu8n2htCTVp5GWlka6eXppJenk1meSY2zRu3cXHqwyTFaRUuPoB4km5NJtjS9yZB1Idpe1/k27egiThwxFRwdi95opKaykqKsDKJ69j7FwZ2Toihce04iA2LM3PredtKLKpn1j/U8PXsIM4fG+rp4QjTLqUKP0+XkWMUx0svTPaHnSPkR0svTqayrJNOaSaY1k1VHVzU5LjQglCRzEsmWZBLNiSSZk0i0JBJvipdh60J4iYSb9tJQc1N0GJx1oPXzrBCe+csOclMPdblw02B4QgjLF53Hog92sCGtmEUf7GBbZin3XdJfhouLTkur0ZJgTiDBnMDk+Mme7Q2TEh4pP8KR8iNkWDM893Mrcymxl1BiL2my3hYcr+3xBB5zIsmWZBKCEogMjJQ+a0K0gISb9mKJBz8j1FVCyRGIUJukYnqr4SYv9RBceImPC9l2wkx6/rXgHJ7/7iCvrkpj2YYMdh0t45VrRhAXbPB18YTwmsaTEp4Tc06T56rqqsi0ZqrNWtZMMsozyLCqt2pHtae2Zw1rmhxn0BlINCeSEJSghh9LEglBCSSZk2T9LSFOQsJNe9Fo1ECTs0Ptd1MfbqLrJ/PrLCuEnw2tRuGei/sxIiGEP368kx1ZZcx4aS1/v2oYU/pG+rp4QrS5QL9A+of1p39Y/ybb3W43BVUFZFgzyLRmemp8Mq2Z5FTkUO2o9ixL8WtmfzOJ5kTig+LVmqQgtTYpMSgRi94iNT6iW5Jw054i+tWHm0ZrTPVKAaD4WDY1VVXoAwN9Vbp2c8GAKL6+YwK3vred3cfKuf7tLSw6vzd3XdAHrawuLrohRVGIMkYRZYw6obanzlnH0YqjnlqdTGsmWdYsMqwZ5FflY621nnQkF6jz/yQGJRJvjlfDT1AC8UHq/XBDuAQf0WVJuGlPnhFTx9eYMgaHYI6IxFpYQH76YRIGDfVR4dpXfGggny4cxxPL9/OvnzN5+cdUtmWW8uLvhhMRpPd18YToMPy0fp6RVr9W7agmy5pFti2bLFsWWdYsz8/8qnxstbaTrsMFalNXj6AexJvUGp/4oHjP42hTNH4a6dwsOi8JN+3pJCOmAKJ79cFaWEBu6qFuE24A9Dotj88axKikEO79fDcb0oqZ8dJaXr56OOf0DPN18YTo8Aw6A31D+9I3tO8Jz1U7qjlqO+oJPA0B6KjtKLmVuVQ7qj3LVPyaVtESbYymR1APeph6HA8+QfHEmeJkOLvo8CTctKeGcFN0GJwO0Kpvf0zvPhz6eV2nXiH8bFw2LI6BsWYW/ns7hwsquOafm7j7or7cNKEnGmmmEqJVDDqDukJ6SMoJz9U56zhWcaxJ4Gn4eaziGDXOGo5VHONYxTE2semE44P8g+hh6kGcKY4eQerPhvuxplj0Wql9Fb4l4aY9BSeAzgCOaig+DJFqp8KGyfzyUg+e7ugurXdkEF/dPp77v9jDFzuO8dQ3B9h8pIRnrxhCmEk+KIXwJj+tn2eW5l9zuV0UVReRbcvmqO0oRyuOeu5n27IpsZdgq7Wxv2Q/+0v2n3hyINIQSVxQHLGmWE/wiTOpj6ON0uQl2p7idrvdvrr4mjVrePbZZ9m2bRu5ubl88cUXzJo165T7f/7557z22mvs3LmTmpoaBg4cyCOPPMJFF110ymN+zWq1YrFYKC8vx2w2e+FVtNC/Z0Pq9zD+Lpj2KAB1djsvz78St9vFTa8tIyi0+y406Xa7+WBzNo/8dy+1DheRQXpeuGoY5/buvu+JEB1JVV0VORU5HK1Qa3kaAtCximMcsx2jylF12uM1ioaowChP2Ik1xRJrjCXGFEOcMU4NPzKZoTiJlnx/+7TmprKykqFDh3LDDTfwm9/85oz7r1mzhmnTpvHkk08SHBzM22+/zcyZM9m0aRPDhw8/4/Edwsjr1XCz498w5T7Q6fELCCA8PoHCrAzyUg8RNKb7fpErisI15yQwLD6YRR9sJ62wkmuXbGLhpF78YVof/LQy6Z8QvhToF3jSGZtB/eOktKbUE35yKnI4ZjvGsUo1+ORU5FDrqiW3MpfcylzIP/H8CgoRgRGewBNrjPXU+DTcD/Tr+qNKxdnxac1NY4qinLHm5mQGDhzIVVddxUMPPdSs/X1ec+N0wAuDwJYLs5fA4CsA+O7Nl9n9wwrGXHYFE66Z3/7l6oCqah08vnwfH2zOBmBYfDAvXz2c+FD5YBOiM3K5XRRXF3v68+RW5pJTkaPeKtWfNc6aM57H7G8m1hRLjDGGGGMMsaZYooxRnsfhhnA0ivwh1NV0mpqbs+VyubDZbISGhvq6KM2n1cGIubD6adi2zBNuonv1YfcPK8jtpp2KTybQX8fi3wxhQkoEf/nsF3Zml3HJi2t54vJBXDYsztfFE0K0kEbREBEYQURgBMMih53wvNvtptheTG5Frifs5Fbmeh7nVuZiq7VhrbViLbGedFJDUFd+jwqMItoY7Qk80cZooo3Rnu1mf7PM89OFdepw89xzz1FRUcGVV155yn1qamqoqTn+l4DVam2Pop3eiLmw5lnIWAuFhyCiDzH1nYrz0w/jcjnRaLQ+LmTHccngGIb0sHDXhzvZmlnKnR/uZN3hIh75v4EY9Z36V1gI0YiiKIQbwgk3hDM4YvBJ96morSCnMoe8yjxPjU9eZR55lXnkVuZSWFWIw+Xw1A6dikFnUANPYLQn+DQOP1GBUZj8TW31UkUb67TfDO+//z6PPvooX331FZGRp566f/HixTz66KPtWLJmsPSAPhfDwf/Btrfh4sWE9UhAp9dTW11Nac4xwnok+LqUHUqPkEA+vGksL/2Yyis/HuaTbUfZllnKS1cPZ1CczLkhRHdh8jfRx78PfUL6nPR5h8tBUXWRp8Ynr0oNQfmV+eRVqSGorKaMake1Z0HTUzH6GYkKjFJvxl/9DIwiMjCSYH2w1AB1QJ2yz82HH37IDTfcwCeffMKMGTNOu+/Jam7i4+N91+emweGV8N4VEGCB/3cQ/Ax89MhfOLp/DxctvItBky/wXdk6uJ/Ti/nDRzvJLbej0yjcMTWFhZN7SWdjIUSzVDuqm4Sdhlt+Vb56q1SXtWgOf40/kYGRRBnVsNMQfCICIzwBKMIQISPAvKBL97n54IMPuOGGG/jwww/PGGwA9Ho9en0HnCel1/lgSYDyLNj7JQy7mujefTi6fw95qQcl3JzG2J5h/O+OCdz7+W6+3ZvH31YeYuW+fJ6/cih9ooJ8XTwhRAdn0BlOOc9Pg6q6KgqqCsivyj8efCrV8NOwvcReQq2rlqMV6nD40wkNCPUEnYYQFBEY4dkWERhBaECodIT2Ep+Gm4qKClJTUz2Pjxw5ws6dOwkNDSUhIYF7772XY8eO8e677wJqU9S8efN48cUXOeecc8jLywPAYDBgsfi+aaI2K4vazExMEyaceWeNFkbOgx8fh61L1XDTS61mlU7FZxZi9Oe160bw1c4cHvpqD7uPlXPpS+v4fxf24fcTesoCnEKIsxLoF3jGAFTrrKWgqsBza1zzU1hd6Nle56qjxF5Cib2EA5y8EzSATtERZghrEnh+/TPcEC4hqBl82iy1atUqpkyZcsL2efPmsWzZMubPn09GRgarVq0CYPLkyaxevfqU+zdHWw0Fr/7lFzKuvAqtxULK+nUoumbkRls+/H0AuBxwyzqs2ijeuv0GNFotty/7GD//Dljj1AHlW+385bNf+OlgIQAjE0N47rdDSQ43+rhkQojuzu12U1ZT5gk/hVWFnvtF1UUUVBVQWF1IcXUxbpr3daxTdIQaQpsEn4aO2A33IwIjCAsI61LNYS35/u4wfW7aS1uFG7fDweHzJuAsKyPxX+8SOHp08w78eC7s+wpGLcA943lev3kOVeVl/O6xZ4nr299r5evq3G43n2w9ymPL91FR4yDAT8OfL+7HvHFJsj6VEKLDq3PVUVJd4qnxKawq9ASgwupCCqsKKawupNRe2uwQBBCsD/YEn8a3MEOYej9AfWzWmzt8bVCX7nPTUSk6HaZJkyj/6itsP/7U/HAz6gY13PzyMcq0x4ju3Yf0bZvJSz0k4aYFFEXhytHxjE8J58+f/sK61CIe/e8+VuzN49krhsrEf0KIDs1P46eOxDJGnXa/OlcdxdXFauipDzwNAaiouoiiqiJPTZDD7aCspoyymjJSy1JPe96G2qCwgLAm4ScsIOyE+51hjiCpufHmuVd8x7E778QvMYFe337bvH98lwteGQUlaTDzRX7OCGD9x/+m3/hJzLjjbq+Wr7twu938e1MWT369n+o6J4H+Wv44rQ/zz01CJyOqhBDdgMvtorymvEnwaQhFRdVFFNuLPY/LaspadG6dRkdogBqEGgJRQ/Bp2B5mCKNvaF+vviapufER4/jxKH5+1GVmUXvkCPqePc98kEYDo66H7x6ALUuIHvsCAHnSqbjVFEVhzthEJqaEc/cnv7A5o4Qnvt7PZ9uP8dfLBzEiIcTXRRRCiDalUTSEBIQQEhBCSkjKafetc9ZRbC/2BKDGwefX9221Nhwuh6ez9KmY/c2sv3q9t19Ws0m48SKtyUjg2LFUrl2L7YcfmhduAIZeAz88Bnm/EG2sBqAsP5cqazmBZt+PAuusEsOMfHjTWD7Zls3ibw6wP9fK7Nc2cPWYBP58UT8sgV2no50QQrSWn9bPM0PzmdQ6aymxlzQJQY1/Njxn8vPt7M4Sbrws6PwpVK5dS8WPPxF+443NO8gYBgNmwe6PCdj3ISExcZTmHiMv9RA9RzSz7444KY1G4arRCVzQP4rF3xzg021HeX9TFiv25PHApf2ZNSyuw7cdCyFER+Gv9W92EPIl6YDgZab6oe3VO3fiKC5u/oGjblB/7vmMHn3U+W72rf3J28XrtsJMep777VA+vGksvSNNFFfW8oePdnHNW5tILajwdfGEEEJ4kYQbL/OLjiZgwABwu6lYdeKcPKeUMBYi+kNdFUPjXQAc+nkdtuKiNipp99Qwu/E9F/clwE/DxvRipr+4hudWHKSq1uHr4gkhhPACCTdtwHT++QDYfvqx+QcpitqxGIjK/pwe/QfhdrnYuWJ5WxSxW/PXabh1cm9W/mESU/pGUOd088pPqUx5bhUfb8nG6epWAwiFEKLLkXDTBoLOV5umKtdvwGW3N//AIVeBzgAF+xgxRp3j5pfvv6WupgXnEM0WHxrI0vmjef26EfQIMZBvreGez35hxktrWX2o0NfFE0II0UoSbtqAvn9/dDExuKurqfz55+YfaAiGwbMB6FW1DktkFPbKCvatkb43bUVRFC4eFMMP/28S91/SH3OAjgN5NuYt3cycJZvYl9O8lYGFEEJ0HBJu2oCiKATVdyyu+LGFwWSk2rFYs/8rhk+dCsD2/32F2+XyahlFU3qdlhsn9mTNPVNYcF4yflqFtYeLmPHyWv70yS5yy6t9XUQhhBDNJOGmjTT0u6n46aeWBZO4ERA9BJw1DPLbi7/BQEnOUTJ/2dFGJRWNBQf68+ClA/jhj5O5dEgMbjd8uu0oU55bxXMrDmK11/m6iEIIIc5Awk0bCRwzGo3RiKOwEPvevc0/UFFgyv0A6Le9zqBzRgKw7Zv/tEUxxSkkhAXyyjUj+OLWcxmdFIK9zsUrP6Uy/qkfef67g5RU1vq6iEIIIU5Bwk0b0fj7Y5wwAQDbDz+07OC+F0P/meByMLzuB1AUMnZuo/hodhuUVJzO8IQQPr55HG/MGUnvSBM2u4OXf0zlvKd/5Mn/7afAJp29hRCio5Fw04YaRk21uN8NwMVPg7+J4JLN9O6lzgS541upvfEFRVG4aGA03901kdevG8HAWDNVtU7eXJPOeU//xENf7eFYmfTJEUKIjkLCTRsyTZwIWi01hw5Re/Royw62xMH5DwAwgnUA7F39I9UVNm8XUzSTRqOOrFq+6Dzenj+akYkh1DpcvLsxk0nP/MQ9n+7iSFGlr4sphBDdnoSbNqQNDiZwxAiglbU3Y26CmGH00OUQEazDUVvD7h9WeLmUoqUURWFKv0g+vWUcH9w4lvG9w3C43Hy89ShTn1/Fwn9vY0NaEW63TAYohBC+IOGmjbVqtuIGGi3MfAFFo2GkQe2UvGPFcpwOWSagI1AUhXG9wnjv92P5/NZzmdovEpcbvtmTxzVvbeKCv63m7fVHKK+WEVZCCNGeJNy0saApkwGo2rIVp7UVE8LFDocxN9HXXEign5OK4iIOb97g1TKKszciIYQl80fz7V0TuG5sAkZ/LWmFlTz6332MffIH/vLZL+w5Vu7rYgohRLcg4aaN+Scl4d+rFzgcVKxd27qTTLkfnSWaoRa13872/33lxRIKb+oXbeaJWYPZdP8FPD5rEH2jgqiuc/LhlmwufXkds/6xnk+3HcVe5/R1UYUQosuScNMOzmrUFECAGaY/w9CQXLSKi9zDB8k5dMCLJRTeZtLrmDM2kW/vmsAnt4zj/4bG4qdV2Jldxp8+2cXov37Pnz7ZxepDhTicMvu0EEJ4k+LuZr0erVYrFouF8vJyzGZzu1yzascOMq++Bk1QEH02rEfx82v5Sdxu+OB3fLsqjb3l0fQ9dyKX3nmP9wsr2kyhrYaPt2bz/qasJkPHw4z+TB8czf8NjWNUYggajeLDUgohRMfUku9vCTftwO10cnjiJJzFxSQsexvj2LGtO1FZFgXPTeZfhwegKAo3/uNtgsLCvVtY0eZcLjdbM0v5z65j/G93XpPZjmMsAVw6JIaZQ2MZHGdBUSToCCEEtOz7W5ql2oGi1WKaPAkA24+tGDXVIDiByOl3Eh9YhtvtZufyT7xUQtGeNBqFMcmhPDFrMJvvm8o7N4zhipE9CNLryC2389baI/zfK+uZ9OwqHv5qDz8dKKC6VvroCCFEc0nNTTux/fADR2+7Hb+4OHp9v7L1f5E760h9chpf7TER4K/hpn9+jJ8+wLuFFT5hr3Oy+lAh/9mVww/787HXHe+L46/TcE5yKJP6RDC5byS9IoxSqyOE6FakWeo0fBVuXFVVHBp3Lu6aGpK/+oqAvn1af67MTSy9/z7K6wyMnjCSCbc+jKKRSriupLLGwfrUIlYdKmT1wcITlneICzYwqW8Ek/pEMDoplFCjv49KKoQQ7UPCzWn4KtwAZN+ykIpVq4i4607Cb7nlrM6162838P2mAgASEyOYfu/zGENCvVFM0cG43W7SCitYdbCQ1YcK2ZReQu2vRlj1jDAyKjGEUYmhjEgMkZodIUSXI+HmNHwZbko//pi8hx4mYMgQkj/+6KzO5a6t4pe/L2DVjjIcbi0GvYaLb7+HnmPO81JpRUdVVevg5/RiVh8sZF1qEWmFJ65nFRLox8jEEEbUB54BsWZMep0PSiuEEN4h4eY0fBlu6goKSJ2odiw2TpiAaeJETJMm4p+Q0LoTut0Uf/00X3+8gsIaIwDDp0xi4g13ovOXZoruorSylu1ZpWzNLGVbZim7ssuocZw4d05iWCD9o830iwmif4yZATFmeoQYpIZHCNEpSLg5DV+GG4Cjd/0B27ffNtnmn5SEadIkTJMmYhg1Ck0Lg4nj0I+sffl+theEARAeHc6MPz1KeHyi18otOo9ah4u9OeVsqw8727NKybfWnHRfk15Hv2g17PSONJEUbiQ5zEhciAGtzLcjhOhAJNychq/DjdvtpjYtjYrVa6hYvZqq7duh0UKYSmAgxnHjMJ47Dv+ERPxiotFFx6A1GU9/4vKjpP9jHt/u0VLt9Een1TBp3s0MvfAS+ctcUFxRw4E8G/tzrezLtXIg10ZqQcUJfXca+GkV4kMDSQ4zkhRu9ISehNBAoix69DptO78CIUR3J+HmNHwdbn7NabNRuWEjFWtWU7FmDc7CopPupzGb8YuORhcTjV90jBp6oqLRmoPQGI1ojCY0eh3Vq5/m+w2HyKwKAaDX8JGc+7t5WCKj0QcGtudLEx1cndNFWmEFB3LV0JNeVElGUSWZJVXUnqRZq7Fwk57Y4ACizQHEBhuIsQQQE2wg1hJAtCWAcJOeAD8JQEII75FwcxodLdw05na5sO/fT+WaNVTt2IEjN4+6vDxcNlvLzgNkhFs4GBOKq9EQcT/AqGgx6vww+ukxBRgwGUwEmYLQGwLR+vuj8fdH61f/U6/+bLgpfn4oDT9/fb/RY7Ra9bFOh6LVgk4ntUediNPlJre8moyiKo4Uq4Eno6iSI8WVHCutPml/npMJ0usID9ITbvIn3KQ/fgtSH4ca/QkJ9CMk0B+LwQ+dVqYzEEKcmoSb0+jI4eZUnBWVOPJyqcvNoy4v1xN6HPn5OCtsuCorcVVW1f+sBKc6m601wJ/9seHYDP7UnmUzguJyo3DqXxWlOb9Fygl3TrtNadZ+TfbybDvx2sqvTqOc8LwCaghTFBRFQUFBfVi/jYbn6s+k4NnW5H4jbtzU/wdN3j/Fc10aXfeEcyoaz+5qQGx6nHpat3pmt1u9ostdf103v/6/Wz1Fw3uhNDpdo3Of5H1r/IqcTjcOlwuHU705XW6cThcOlxunS33c9LKNf3Ma3f/VqTWKglajNP2pqNs1Ck1v9UXTeP496l9Rw/2Gf69G1zkxYJ8scLtxuxv+zRq/h/XbPadXmpzjVO9rk6v9+nfjdNf59f9PJ/l3OuGaZ3Di78SvXmuTy53svWt03RNf3EkueOJraijDSX8xf/1aTvnv1ujJxq/uJNc4/v/FiWU94bPgVO/lyX9NTnqdlnydNtm30f2TnaFxWRvej+OfS7867lfl8Nz/VdlOWtJTlunEvY//OzUtR0MZjZZg5j77ysmu0mot+f6WsaGdgNZkRNu7N/revc+4r9vtxm23q0GnIJOh3z+DK3UdNTVOrLV6rE49Nr9obPpobBipqKmlwl5FndOB6zT/Y7o1Cu5mfIB6l/skd0+2TfiSgvpB0pYfJq76mxCic/D1xLISbroYRVFQDAY0BgOEh8OAj6DGRuDBbwjZ8xmkfg+ufGCXekDcKBg0G1KmQUgybkWDy+XE5XTicrpwOR3qfZcTt6vR10uTgN/4rwQXuNy4nQ7cdU5wOXA7nLidDmjy04nb4QCnA7fThbvOgdtZB05X/bGOJse465y4HXVNj6tzqGVyOcHpBpcTl8ulnsPtApd6cztd4HaqP12Ntjf66Xa56v8CU//qcbtRn6v/K8jd8LdLw34u9XW6cKnXdrtwu9QyeP7iadjX7UZxuz2PG29vKGvDsW63G1xuTpbcTpfllEY7Na0naXSgcvJzuH9V06AYDGgtFrTBwWiDLWga7luC1e0mExqzGV1QEIohAEXReGqzlPoaJzx/LB5/Lerdhjqs4yVxOt1U1NRRYXdgq3Fgra6josaBzV5HRY2TihonlTUOKmud9Y/V/SprnZ7ArXiqx9xN3o/T1Tae+B660Wk1BPhp8ddp0eu06P009T+16HUa9H469DoN/vU3vU6DXquoj7WNttXf/LQa9RxaTf1xWvy09TWCv6oJbHjvjm9XGr2HeH4/G/6dj/9/96u/yE/6j+xu1rWO736ma56J+8zXabh/mlqGk9UYnOJSTWpOlUa1MSer+TllbUZzXp/nvTz5NX5do3Javz7u+KPGFzxetlPUErnd7pOWwXOmX78vJ73OiZtOV6bj72Gjx43Kp9H6ts+dNEt1N1UlsP+/sOczyFgL7kaBResPYb0hvA9E9IOI+p9hvUGn912ZuyE1+NQHSqcaBj2PHY7j2x0OXHa7WltXbcdtr8ZVbcdlr/Zsc1VX4a6uxlVVjau6Wn3sua8+dlVV4SwpxW23t6icir8/2pCQ+lswupAQtKFh+MXE4Bcbg19sLLqYGHTh4V7/S87lcmOzO7Da1TDUEIhs9ob7DjUw1YckNSCp2ytr1FtFfUhyutr3YzDATw1RATqt574anrT12+ufb/RcQP1znv10TY/TNw5cOm2jkKWGNH+tBo0M7xedmPS5OY1uH24as+XDvq9g7xeQswMc1SffT9FASJIackxR6i0oGkyRxx+bosBfRmN1Zm63G1dlJY6CQhxFhTiLinAUFuIoKsJRWH+/tARnaRnOkhLcNSefO+dkFD8/dDFq2PGr/6mLilRHAEZF4xcVicZi8UnHc7fbTY3DRUWNg+paJ/Y6J1W1Tqrr6m+16q2qzom9/vnqOif2OhfVdU5qPI8bjnFR0/hxrbrvqYbdtyf/hpqkhvDjpyHAU0Olqa+xqg9JjWqijtdUafHTavCrr61S76uPG9/312r4/+3dfWwT5+EH8O/d+SWOk5A3yEshlKqUtkxEGm0jr6umNhEpQ1VpmdZK0ZQOTSg0VFA2bUWjBf6YQOvUrd2qbFW3omlVs1IpXVdKtwxKqiFoIZACLeRXphRQ88ZbEjtNbN/d8/vjzuc7J0CA2E7M9yOd7u65586Pn6Xzl+fOj122clfsuCzD7ZLgkuMjXW5F4sPkNCHTJtx8/PHHePHFF9He3o6enh60tLRg+fLlVzxn7969WL9+PT7//HPMmTMHGzduxFNPPTXh12S4uQxdBwbPAuc6gfOdwLmTwLn/M7ZHByd2DU8ukDMT8OYB3lzbepzFkwN4c4xzvDmAx2+UeXIAhXdLpzohBMTICLRLl6BeGoB26RK0gUvG/rlziHb3INrTg2h3N9T+fuPv6yqkrCwj8JSUwlVSAnfJLCjFxXAVFcNVVAilqAiuoiIo+fmQXNPvb0TThSPwhFUj9IxGbWtHmYawagal2Dqqm3WMY7FzI6qOsKohoukIR3WEVaNsVNXGv001xcgSbLf24gHLcavPDGXxgBYPXIl17fuJ27HbhbFyt+Is87pkhq0pato8UDw8PIzKykqsXLkSjz/++FXrd3V1YdmyZWhoaMCbb76J3bt34yc/+QnKyspQW1ubghZnMFkGCuYayx1L4uVCAKE+I/Rc+goI9Rv7od74drDPGPWJBIGL1/a19XG5ssygkw24fIA7C3BnG+Vun7FY5T7j2Lhr+7bfWHuyjTLFc5mvfdBESJIEKTsbcnY23LfccsW6IhpFtK8fak+3FXii3T1Q+/oQ7eszvvV3ybglFj19BtHTZ6724lDy8+EqLoJSWGQ+DzTDfE5oBuS8PHPfeGZIycuDkpcHKTs7rVMSKLIEv9cFfwp/40sIAVUXVkgKq7oViuxlsf2IGgtG8aAU0eLlYVVHVDMWVROIaPH9qOrcVzWBqG6Uq7pxDVUX5nFn4tIFzFCnA1DHfzMpZA9bXrcZqBJu+9mDVGJZLIjZbz963fFbi9YtRff41/IoMqfPuEFT5raUJElXHbn5xS9+gZ07d+L48eNW2ZNPPomBgQF8mPCTBpfDkZskEAIIB42gM3wOCIeA8JBRNmYxyyMhIDJs1I0EjbUeTV2bJcUYLbICUPb4IcoKUvb9LGf9xDour1FH8RjbitcIj3RZ+ugo1P5+I/D09kHtN9bahQtQL1401hcuQLt06TJPzE6AokDOybEeiFZyciDn5kLJzYGckws51zzm9xtLTg7kbHPtz4bs90Px+yH5fGn/Jsh0FwtdETNQxQKUtU7YDqvxYBYLZYmjVBFNs9WPXyO2HbW9RtR2LFae4seursp+a9BjG1lyKzI8ttuCHpcMlxy/vedWJLjl+K1Al2yUe6zj49wutOoa24ps3DpUZAkua99ebkzD4JJlyDIca0WSrG2fZ3IfKp42IzfXav/+/aipqXGU1dbWYt26delpEBkkCcjKM5bi+dd/HTVsBh4z/ERH4os6AkRHgeg3gDqaUB5bvklYm9uR2P4woJv/KhSaGbSGJqcPrkZ2G4HH5THCjstc7AHI5XGGolhIcqxt4SlWpngAxW2uL7NtvZ7XKJti/yqUs7Lgqai46o/ICk2DNjBgBJ0LF6BeuAhtYADa0CD0wUFoA4PQBgehDQ0Za3NBNApoGvRBox6+/vqG2it5PJCysiBnZRlrr9f4lqLXa3yDzJzQUvZ4AHOSyzETYXqzIGV5IWf5IPuyIHmzjLX9uh6PMQmmohiTY5qLo2yK/W85EZIkWR+o/inyXQVNF8atPdU5UmUPWmFVSxjN0hx1w7Y64YRbjPFbivFnsqyAZl7PLtYOTPzRtimlOMeLQxtrrl4xSaZVuOnt7UVJSYmjrKSkBENDQxgZGYHP5xtzTjgcRtj24OPQUIo+zOjaxT6AswuT9xpa1AhQVgiKhZ9hIzw5wtKIM0glBqsx4cpctLBRz06PApEoEEneW5s4yRmeYmHrsiHJtpbdxjNRcsKiuM1txQxyZoiyrm1uKx4z4Hls9V3GSJp931rbrim7IMkuuAoL4SoqmvC7jc39pA0FoYeC0INBaMEQ9FDQKtOCQejBkDURpj4cgjY8DD1k7oeMY9ZXlCMRiEgE+lT4/xNZjocc+1qW48dkGXApkFzmzOEu15h9yRULTbbj9m3zGBQZkqwAsgxJkY0vHFhlkhG6JNnYluUrbksuBVBcxnUUJX59xWyPrECSJXPkU7KdKxnXkmDbNycatCbAlOLliZNUJk4QaK4VAD5JguOTxB4eFXOB7TUA4+9XciVMCHi10Dn2a+hRLTayZNzii0Q1RHVh3gIUiJq39VTd3Nd0RHXjp1RUYdRTNR2qgDXJpmqep5rnGbcGzbVZHjWvp2k6hGZMBWJ8G9OctiO2rxlTc6iQEIGMKGREIEOFhDBkRCUFuiRDlRT4tAn99SbNtAo312Pr1q3YsmVLuptBU4XiBnz5xpJMQhhBSh0FtIgxKmVtjwJqxAxBkXgYGrfsCuvoiLHWo8Z1tcS1uR2rE2+ceY1RABN8WHyqsQcryfigjW8r8TJJgSQrkGQXZFuZFZokBXApQJECFNuDlQLIfkDKM8tkCEmBiJpTGanGIKCI6sZ+VEBX9fhaFRA6IDRhLKoe39YEhKpBj2gQURV6RIUIR411JAo9HDXWo2Hjw0XXAfUKnxSx+ZrM3Sl2d4UmgQLAZy7ThVxUBGxalrbXn1bhprS0FH19fY6yvr4+5OXljTtqAwAbNmzA+vXrrf2hoSHMmTMnqe0kgiSZt5k86W6JQddtwSpshif7Mjp+MHJsh41PdN2YnBFa1Lmvm/uaatTVIvGgFgtZseupYePWoK7ZzleNeZdi27H9cd+PGr/FmCKxf4tf09M2kzh9szGxJCCEFPulDQg9vg17uX0fRj2rvm4/V7YWwLYtJPN1JEDI1raxb/SEsK8FHNvGMVsZzPYg1lbE61rtEbb3KIy1bp4Qe0/282Od4ti3d9Y45bYJJuMde6VOt23b5xx0/EyB/YWuYaJDAdvgzthRpXFeNH6eYwK9CU52aKsfv56EMT+HocgJt0Flc5ROsUYB4/Ns2UZ1VNXcNv6bTfecStMq3AQCAXzwwQeOstbWVgQCgcue4/V64fVOkZu6ROkiy4CcZTwEPZ3ouhmCbIFHs23rUVsds57QLlOmmeFpvDIzpFmvlXiuao6Q2M+zhbPEsvFex3HOOO10rMeWS+Y1JZF4zEwB9rLLhUKiJLMCdnZ6/wbTGm5CoRBOnTpl7Xd1daGjowOFhYWoqKjAhg0b8PXXX+Ovf/0rAKChoQF/+MMf8POf/xwrV67Enj178Pbbb2Pnzp3pegtElEyyMaIAxZ3ulkw/sYAUC1rCvq8n7NtCkRAJ59jDkzXMknDcvi3GOVd3HrfOEROrg/HqmSMO9us46gnn+rLttp2ja2Y9cYU1EkZSEo456ie+vnC+3rh1dGc9i320KGGkxn59+zWs7YQ6V3rtq7EPhY3z3iWzTMpK76BCWsPNoUOH8OCDD1r7sdtH9fX12L59O3p6enDmTHzOi3nz5mHnzp149tln8fLLL2P27Nl4/fXXOccNEVGiWDAkuglNmXluUoXz3BAREU0/1/L5zVhPREREGYXhhoiIiDIKww0RERFlFIYbIiIiyigMN0RERJRRGG6IiIgoozDcEBERUUZhuCEiIqKMwnBDREREGYXhhoiIiDIKww0RERFlFIYbIiIiyigMN0RERJRRXOluQKrFfgR9aGgozS0hIiKiiYp9bsc+x6/kpgs3wWAQADBnzpw0t4SIiIiuVTAYxIwZM65YRxITiUAZRNd1dHd3Izc3F5IkTeq1h4aGMGfOHJw9exZ5eXmTem0ai/2dWuzv1GJ/pxb7O7Wup7+FEAgGgygvL4csX/mpmptu5EaWZcyePTupr5GXl8f/OFKI/Z1a7O/UYn+nFvs7ta61v682YhPDB4qJiIgoozDcEBERUUZhuJlEXq8XmzZtgtfrTXdTbgrs79Rif6cW+zu12N+plez+vukeKCYiIqLMxpEbIiIiyigMN0RERJRRGG6IiIgoozDcEBERUUZhuJkkr776Km699VZkZWWhqqoKn376abqblDE+/vhjPPLIIygvL4ckSXj33Xcdx4UQeOGFF1BWVgafz4eamhp8+eWX6WnsNLd161bce++9yM3NxaxZs7B8+XJ0dnY66oyOjqKxsRFFRUXIycnBihUr0NfXl6YWT29NTU1YtGiRNZFZIBDArl27rOPs6+Tatm0bJEnCunXrrDL2+eTZvHkzJElyLHfeead1PJl9zXAzCf7+979j/fr12LRpEw4fPozKykrU1taiv78/3U3LCMPDw6isrMSrr7467vFf//rXeOWVV/DHP/4Rn3zyCfx+P2prazE6Oprilk5/bW1taGxsxIEDB9Da2opoNIolS5ZgeHjYqvPss8/in//8J3bs2IG2tjZ0d3fj8ccfT2Orp6/Zs2dj27ZtaG9vx6FDh/DQQw/h0Ucfxeeffw6AfZ1MBw8exJ/+9CcsWrTIUc4+n1wLFy5ET0+Ptfz3v/+1jiW1rwXdsPvuu080NjZa+5qmifLycrF169Y0tiozARAtLS3Wvq7rorS0VLz44otW2cDAgPB6veKtt95KQwszS39/vwAg2trahBBG37rdbrFjxw6rzokTJwQAsX///nQ1M6MUFBSI119/nX2dRMFgUMyfP1+0traK733ve2Lt2rVCCP59T7ZNmzaJysrKcY8lu685cnODIpEI2tvbUVNTY5XJsoyamhrs378/jS27OXR1daG3t9fR/zNmzEBVVRX7fxIMDg4CAAoLCwEA7e3tiEajjv6+8847UVFRwf6+QZqmobm5GcPDwwgEAuzrJGpsbMSyZcscfQvw7zsZvvzyS5SXl+O2225DXV0dzpw5AyD5fX3T/XDmZDt//jw0TUNJSYmjvKSkBCdPnkxTq24evb29ADBu/8eO0fXRdR3r1q3D/fffj29961sAjP72eDzIz8931GV/X79jx44hEAhgdHQUOTk5aGlpwd13342Ojg72dRI0Nzfj8OHDOHjw4Jhj/PueXFVVVdi+fTsWLFiAnp4ebNmyBQ888ACOHz+e9L5muCGicTU2NuL48eOOe+Q0+RYsWICOjg4MDg7inXfeQX19Pdra2tLdrIx09uxZrF27Fq2trcjKykp3czLe0qVLre1FixahqqoKc+fOxdtvvw2fz5fU1+ZtqRtUXFwMRVHGPOHd19eH0tLSNLXq5hHrY/b/5FqzZg3ef/99fPTRR5g9e7ZVXlpaikgkgoGBAUd99vf183g8uP3227F48WJs3boVlZWVePnll9nXSdDe3o7+/n58+9vfhsvlgsvlQltbG1555RW4XC6UlJSwz5MoPz8fd9xxB06dOpX0v2+Gmxvk8XiwePFi7N692yrTdR27d+9GIBBIY8tuDvPmzUNpaamj/4eGhvDJJ5+w/6+DEAJr1qxBS0sL9uzZg3nz5jmOL168GG6329HfnZ2dOHPmDPt7kui6jnA4zL5Ogurqahw7dgwdHR3Wcs8996Curs7aZp8nTygUwv/+9z+UlZUl/+/7hh9JJtHc3Cy8Xq/Yvn27+OKLL8SqVatEfn6+6O3tTXfTMkIwGBRHjhwRR44cEQDESy+9JI4cOSJOnz4thBBi27ZtIj8/X/zjH/8QR48eFY8++qiYN2+eGBkZSXPLp5/Vq1eLGTNmiL1794qenh5r+eabb6w6DQ0NoqKiQuzZs0ccOnRIBAIBEQgE0tjq6eu5554TbW1toqurSxw9elQ899xzQpIk8e9//1sIwb5OBfu3pYRgn0+mn/70p2Lv3r2iq6tL7Nu3T9TU1Iji4mLR398vhEhuXzPcTJLf//73oqKiQng8HnHfffeJAwcOpLtJGeOjjz4SAMYs9fX1Qgjj6+DPP/+8KCkpEV6vV1RXV4vOzs70NnqaGq+fAYg33njDqjMyMiKefvppUVBQILKzs8Vjjz0menp60tfoaWzlypVi7ty5wuPxiJkzZ4rq6mor2AjBvk6FxHDDPp88TzzxhCgrKxMej0fccsst4oknnhCnTp2yjiezryUhhLjx8R8iIiKiqYHP3BAREVFGYbghIiKijMJwQ0RERBmF4YaIiIgyCsMNERERZRSGGyIiIsooDDdERESUURhuiOimJEkS3n333XQ3g4iSgOGGiFLuqaeegiRJY5aHH3443U0jogzgSncDiOjm9PDDD+ONN95wlHm93jS1hogyCUduiCgtvF4vSktLHUtBQQEA45ZRU1MTli5dCp/Ph9tuuw3vvPOO4/xjx47hoYcegs/nQ1FREVatWoVQKOSo85e//AULFy6E1+tFWVkZ1qxZ4zh+/vx5PPbYY8jOzsb8+fPx3nvvWccuXbqEuro6zJw5Ez6fD/Pnzx8TxohoamK4IaIp6fnnn8eKFSvw2Wefoa6uDk8++SROnDgBABgeHkZtbS0KCgpw8OBB7NixA//5z38c4aWpqQmNjY1YtWoVjh07hvfeew+333674zW2bNmCH/7whzh69Ci+//3vo66uDhcvXrRe/4svvsCuXbtw4sQJNDU1obi4OHUdQETXb1J+fpOI6BrU19cLRVGE3+93LL/61a+EEMavkzc0NDjOqaqqEqtXrxZCCPHaa6+JgoICEQqFrOM7d+4UsiyL3t5eIYQQ5eXl4pe//OVl2wBAbNy40doPhUICgNi1a5cQQohHHnlE/PjHP56cN0xEKcVnbogoLR588EE0NTU5ygoLC63tQCDgOBYIBNDR0QEAOHHiBCorK+H3+63j999/P3RdR2dnJyRJQnd3N6qrq6/YhkWLFlnbfr8feXl56O/vBwCsXr0aK1aswOHDh7FkyRIsX74c3/nOd67rvRJRajHcEFFa+P3+MbeJJovP55tQPbfb7diXJAm6rgMAli5ditOnT+ODDz5Aa2srqqur0djYiN/85jeT3l4imlx85oaIpqQDBw6M2b/rrrsAAHfddRc+++wzDA8PW8f37dsHWZaxYMEC5Obm4tZbb8Xu3btvqA0zZ85EfX09/va3v+F3v/sdXnvttRu6HhGlBkduiCgtwuEwent7HWUul8t6aHfHjh2455578N3vfhdvvvkmPv30U/z5z38GANTV1WHTpk2or6/H5s2bce7cOTzzzDP40Y9+hJKSEgDA5s2b0dDQgFmzZmHp0qUIBoPYt28fnnnmmQm174UXXsDixYuxcOFChMNhvP/++1a4IqKpjeGGiNLiww8/RFlZmaNswYIFOHnyJADjm0zNzc14+umnUVZWhrfeegt33303ACA7Oxv/+te/sHbtWtx7773Izs7GihUr8NJLL1nXqq+vx+joKH7729/iZz/7GYqLi/GDH/xgwu3zeDzYsGEDvvrqK/h8PjzwwANobm6ehHdORMkmCSFEuhtBRGQnSRJaWlqwfPnydDeFiKYhPnNDREREGYXhhoiIiDIKn7khoimHd8uJ6EZw5IaIiIgyCsMNERERZRSGGyIiIsooDDdERESUURhuiIiIKKMw3BAREVFGYbghIiKijMJwQ0RERBmF4YaIiIgyyv8DTankT+Ix+NwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, l_his in enumerate(train_losses_his):\n",
    "    plt.plot(l_his, label=opt_labels[i])\n",
    "plt.legend(loc='best')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1d13bc88-ff81-49e4-96db-134407380411",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, l_his in enumerate(test_losses_his):\n",
    "    plt.plot(l_his, label=opt_labels[i])\n",
    "plt.legend(loc='best')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50fcaef1-7678-4d4b-a4ca-f848be4d2772",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.21"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
